[2025-11-22T01:20:53.956267] [INFO ] [FORECASTER] Starting predict_future for A
[2025-11-22T01:20:53.957258] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:20:53.957287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:20:53.957343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:20:54.022087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:20:54.022720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:20:54.022800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:20:54.022833] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:20:54.118129] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:20:54.118284] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:20:54.118323] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:20:54.118353] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:20:54.121551] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: DOWN (p=29.47%)
[2025-11-22T01:20:54.121842] [INFO ] [FORECASTER] Completed predict_future for A
[2025-11-22T01:20:54.282066] [INFO ] [FORECASTER] Starting predict_future for AA
[2025-11-22T01:20:54.282916] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:20:54.282943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:20:54.283000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:20:54.352145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:20:54.352892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:20:54.352993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:20:54.353064] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:20:54.453841] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:20:54.454003] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:20:54.454043] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:20:54.454074] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:20:54.457375] [DEBUG] [FORECASTER] AA: Forecast T+1@11:T+2@11: UP (p=56.94%)
[2025-11-22T01:20:54.457679] [INFO ] [FORECASTER] Completed predict_future for AA
[2025-11-22T01:20:54.609166] [INFO ] [FORECASTER] Starting predict_future for AAP
[2025-11-22T01:20:54.610051] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:20:54.610079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:20:54.610144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:20:54.673639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:20:54.674363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:20:54.674445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:20:54.674478] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:20:54.773803] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:20:54.773947] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:20:54.773986] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:20:54.774015] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:20:54.777396] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: DOWN (p=40.59%)
[2025-11-22T01:20:54.777701] [INFO ] [FORECASTER] Completed predict_future for AAP
[2025-11-22T01:20:54.926504] [INFO ] [FORECASTER] Starting predict_future for AAT
[2025-11-22T01:20:54.927391] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:20:54.927419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:20:54.927475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:20:54.991573] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:20:54.992347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:20:54.992429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:20:54.992463] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:20:55.092585] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:20:55.092831] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:20:55.092887] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:20:55.092920] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:20:55.096389] [DEBUG] [FORECASTER] AAT: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2025-11-22T01:20:55.096688] [INFO ] [FORECASTER] Completed predict_future for AAT
[2025-11-22T01:20:55.249370] [INFO ] [FORECASTER] Starting predict_future for ABBV
[2025-11-22T01:20:55.250259] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:20:55.250288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:20:55.250345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:20:55.315024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:20:55.315843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:20:55.315931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:20:55.315964] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:20:55.414963] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:20:55.415100] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:20:55.415143] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:20:55.415172] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:20:55.418518] [DEBUG] [FORECASTER] ABBV: Forecast T+1@11:T+2@11: DOWN (p=17.55%)
[2025-11-22T01:20:55.418817] [INFO ] [FORECASTER] Completed predict_future for ABBV
[2025-11-22T01:20:55.571734] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2025-11-22T01:20:55.572582] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:20:55.572610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:20:55.572684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:20:55.637718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:20:55.638410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:20:55.638492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:20:55.638524] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:20:55.734522] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:20:55.734696] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:20:55.734737] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:20:55.734766] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:20:55.738086] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: DOWN (p=38.05%)
[2025-11-22T01:20:55.738369] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2025-11-22T01:20:55.892887] [INFO ] [FORECASTER] Starting predict_future for ABEV
[2025-11-22T01:20:55.893765] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:20:55.893793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:20:55.893850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:20:55.957984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:20:55.958636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:20:55.958735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:20:55.958768] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:20:56.057945] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:20:56.058108] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:20:56.058150] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:20:56.058180] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:20:56.061495] [DEBUG] [FORECASTER] ABEV: Forecast T+1@11:T+2@11: DOWN (p=29.23%)
[2025-11-22T01:20:56.061790] [INFO ] [FORECASTER] Completed predict_future for ABEV
[2025-11-22T01:20:56.212052] [INFO ] [FORECASTER] Starting predict_future for ABM
[2025-11-22T01:20:56.212937] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:20:56.212965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:20:56.213021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:20:56.277394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:20:56.278027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:20:56.278107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:20:56.278147] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:20:56.374522] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:20:56.374693] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:20:56.374735] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:20:56.374764] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:20:56.378061] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: DOWN (p=5.29%)
[2025-11-22T01:20:56.378341] [INFO ] [FORECASTER] Completed predict_future for ABM
[2025-11-22T01:20:56.575714] [INFO ] [FORECASTER] Starting predict_future for ABR
[2025-11-22T01:20:56.576584] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:20:56.576614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:20:56.576691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:20:56.641566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:20:56.642247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:20:56.642327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:20:56.642361] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:20:56.740116] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:20:56.740277] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:20:56.740316] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:20:56.740345] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:20:56.743632] [DEBUG] [FORECASTER] ABR: Forecast T+1@11:T+2@11: UP (p=88.82%)
[2025-11-22T01:20:56.743925] [INFO ] [FORECASTER] Completed predict_future for ABR
[2025-11-22T01:20:56.909774] [INFO ] [FORECASTER] Starting predict_future for ABT
[2025-11-22T01:20:56.910733] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:20:56.910766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:20:56.910843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:20:56.976373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:20:56.977300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:20:56.977388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:20:56.977422] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:20:57.083771] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:20:57.083933] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:20:57.083974] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:20:57.084003] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:20:57.087391] [DEBUG] [FORECASTER] ABT: Forecast T+1@11:T+2@11: DOWN (p=22.69%)
[2025-11-22T01:20:57.087699] [INFO ] [FORECASTER] Completed predict_future for ABT
[2025-11-22T01:20:57.243577] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2025-11-22T01:20:57.244491] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:20:57.244519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:20:57.244576] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:20:57.310801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:20:57.311717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:20:57.311804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:20:57.311839] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:20:57.416447] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:20:57.416616] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:20:57.416696] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:20:57.416731] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:20:57.420136] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: UP (p=86.54%)
[2025-11-22T01:20:57.420422] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2025-11-22T01:20:57.579169] [INFO ] [FORECASTER] Starting predict_future for ACHR
[2025-11-22T01:20:57.580040] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:20:57.580068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:20:57.580125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:20:57.643999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:20:57.644728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:20:57.644811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:20:57.644844] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:20:57.746588] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:20:57.746770] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:20:57.746810] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:20:57.746873] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:20:57.752180] [DEBUG] [FORECASTER] ACHR: Forecast T+1@11:T+2@11: UP (p=98.02%)
[2025-11-22T01:20:57.752463] [INFO ] [FORECASTER] Completed predict_future for ACHR
[2025-11-22T01:20:57.905169] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-11-22T01:20:57.906059] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:20:57.906085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:20:57.906147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:20:57.969907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:20:57.970572] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:20:57.970673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:20:57.970710] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:20:58.098213] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:20:58.098406] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:20:58.098451] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:20:58.098480] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:20:58.102143] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: UP (p=52.69%)
[2025-11-22T01:20:58.102490] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-11-22T01:20:58.255949] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-11-22T01:20:58.256820] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:20:58.256847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:20:58.256904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:20:58.322794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:20:58.323760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:20:58.323852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:20:58.323886] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:20:58.428923] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:20:58.429100] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:20:58.429142] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:20:58.429180] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:20:58.432571] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: DOWN (p=1.20%)
[2025-11-22T01:20:58.432916] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-11-22T01:20:58.584511] [INFO ] [FORECASTER] Starting predict_future for ACR
[2025-11-22T01:20:58.585394] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:20:58.585437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:20:58.585496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:20:58.650604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:20:58.651506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:20:58.651596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:20:58.651630] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:20:58.759832] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:20:58.760051] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:20:58.760104] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:20:58.760145] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:20:58.763837] [DEBUG] [FORECASTER] ACR: Forecast T+1@11:T+2@11: UP (p=89.18%)
[2025-11-22T01:20:58.764189] [INFO ] [FORECASTER] Completed predict_future for ACR
[2025-11-22T01:20:58.925790] [INFO ] [FORECASTER] Starting predict_future for ACV
[2025-11-22T01:20:58.926691] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:20:58.926720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:20:58.926777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:20:58.994763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:20:58.995630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:20:58.995737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:20:58.995773] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:20:59.096490] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:20:59.096694] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:20:59.096753] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:20:59.096789] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:20:59.100211] [DEBUG] [FORECASTER] ACV: Forecast T+1@11:T+2@11: UP (p=93.46%)
[2025-11-22T01:20:59.100496] [INFO ] [FORECASTER] Completed predict_future for ACV
[2025-11-22T01:20:59.264565] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-11-22T01:20:59.265463] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:20:59.265491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:20:59.265549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:20:59.329696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:20:59.330500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:20:59.330591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:20:59.330626] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:20:59.433231] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:20:59.433403] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:20:59.433442] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:20:59.433470] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:20:59.436904] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: DOWN (p=25.17%)
[2025-11-22T01:20:59.437241] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-11-22T01:20:59.591215] [INFO ] [FORECASTER] Starting predict_future for ADC
[2025-11-22T01:20:59.592271] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:20:59.592298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:20:59.592358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:20:59.659242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:20:59.660329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:20:59.660434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:20:59.660469] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:20:59.763369] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:20:59.763608] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:20:59.763708] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:20:59.763746] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:20:59.767451] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: DOWN (p=8.61%)
[2025-11-22T01:20:59.767787] [INFO ] [FORECASTER] Completed predict_future for ADC
[2025-11-22T01:20:59.921794] [INFO ] [FORECASTER] Starting predict_future for ADCT
[2025-11-22T01:20:59.922613] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:20:59.922672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:20:59.922734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:20:59.987539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:20:59.988173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:20:59.988300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:20:59.988341] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:00.092617] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:00.092816] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:00.092856] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:00.092885] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:00.096205] [DEBUG] [FORECASTER] ADCT: Forecast T+1@11:T+2@11: DOWN (p=33.48%)
[2025-11-22T01:21:00.096487] [INFO ] [FORECASTER] Completed predict_future for ADCT
[2025-11-22T01:21:00.246410] [INFO ] [FORECASTER] Starting predict_future for ADNT
[2025-11-22T01:21:00.247280] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:00.247306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:00.247363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:00.311290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:00.312134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:00.312225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:00.312265] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:00.416587] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:00.416789] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:00.416830] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:00.416860] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:00.420163] [DEBUG] [FORECASTER] ADNT: Forecast T+1@11:T+2@11: UP (p=78.86%)
[2025-11-22T01:21:00.420445] [INFO ] [FORECASTER] Completed predict_future for ADNT
[2025-11-22T01:21:00.576010] [INFO ] [FORECASTER] Starting predict_future for ADT
[2025-11-22T01:21:00.576888] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:00.576916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:00.576977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:00.641509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:00.642295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:00.642384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:00.642417] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:01.452946] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:01.453131] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:01.453174] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:01.453203] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:01.456706] [DEBUG] [FORECASTER] ADT: Forecast T+1@11:T+2@11: UP (p=98.72%)
[2025-11-22T01:21:01.456995] [INFO ] [FORECASTER] Completed predict_future for ADT
[2025-11-22T01:21:01.611453] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-11-22T01:21:01.612348] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:01.612378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:01.612444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:01.677668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:01.678550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:01.678663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:01.678701] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:01.882903] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:01.883066] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:01.883106] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:01.883135] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:01.886856] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: UP (p=90.73%)
[2025-11-22T01:21:01.887157] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-11-22T01:21:02.039947] [INFO ] [FORECASTER] Starting predict_future for AEE
[2025-11-22T01:21:02.040946] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:02.040973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:02.041029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:02.105544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:02.106173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:02.106255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:02.106289] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:02.221710] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:02.221857] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:02.221895] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:02.221923] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:02.225164] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: UP (p=88.75%)
[2025-11-22T01:21:02.225442] [INFO ] [FORECASTER] Completed predict_future for AEE
[2025-11-22T01:21:02.384670] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-11-22T01:21:02.385843] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:02.385872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:02.385932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:02.457986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:02.459095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:02.459187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:02.459220] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:02.558013] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:02.558222] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:02.558267] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:02.558299] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:02.562083] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: DOWN (p=17.20%)
[2025-11-22T01:21:02.562401] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-11-22T01:21:02.715717] [INFO ] [FORECASTER] Starting predict_future for AEG
[2025-11-22T01:21:02.716698] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:02.716736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:02.716807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:02.781071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:02.781842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:02.781928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:02.781961] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:02.902493] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:02.902688] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:02.902733] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:02.902781] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:02.906360] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: UP (p=94.48%)
[2025-11-22T01:21:02.906677] [INFO ] [FORECASTER] Completed predict_future for AEG
[2025-11-22T01:21:03.057873] [INFO ] [FORECASTER] Starting predict_future for AEO
[2025-11-22T01:21:03.058861] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:03.058890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:03.058947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:03.123515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:03.124200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:03.124289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:03.124326] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:03.243264] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:03.243448] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:03.243491] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:03.243522] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:03.251108] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: UP (p=56.70%)
[2025-11-22T01:21:03.251427] [INFO ] [FORECASTER] Completed predict_future for AEO
[2025-11-22T01:21:03.405123] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-11-22T01:21:03.406056] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:03.406084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:03.406142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:03.471766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:03.472413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:03.472499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:03.472534] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:03.589450] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:03.589622] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:03.589685] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:03.589718] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:03.593285] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: UP (p=50.31%)
[2025-11-22T01:21:03.593580] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-11-22T01:21:03.753192] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-11-22T01:21:03.754123] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:03.754150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:03.754208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:03.820995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:03.821927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:03.822017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:03.822053] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:03.941292] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:03.941485] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:03.941533] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:03.941564] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:03.945049] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: UP (p=56.91%)
[2025-11-22T01:21:03.945367] [INFO ] [FORECASTER] Completed predict_future for AESI
[2025-11-22T01:21:04.105625] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-11-22T01:21:04.106504] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:04.106532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:04.106588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:04.173899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:04.174800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:04.174894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:04.174930] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:04.286567] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:04.286732] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:04.286771] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:04.286800] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:04.291199] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: DOWN (p=39.45%)
[2025-11-22T01:21:04.291477] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-11-22T01:21:04.442862] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-11-22T01:21:04.443731] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:04.443757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:04.443813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:04.509226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:04.509912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:04.509993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:04.510033] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:04.623658] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:04.623810] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:04.623849] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:04.623879] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:04.628024] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: UP (p=88.29%)
[2025-11-22T01:21:04.628699] [INFO ] [FORECASTER] Completed predict_future for AFG
[2025-11-22T01:21:04.783386] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2025-11-22T01:21:04.784434] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:04.784461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:04.784517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:04.849221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:04.850258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:04.850352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:04.850385] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:04.962088] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:04.962231] [INFO ] [FORECASTER] Trained on 344 historical samples with 26 features
[2025-11-22T01:21:04.962270] [INFO ] [FORECASTER] Stored all 346 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:04.962298] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:04.965588] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: DOWN (p=10.51%)
[2025-11-22T01:21:04.965894] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2025-11-22T01:21:05.115505] [INFO ] [FORECASTER] Starting predict_future for AFL
[2025-11-22T01:21:05.116378] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:05.116405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:05.116462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:05.181910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:05.182511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:05.182591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:05.182625] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:05.295126] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:05.295291] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:05.295330] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:05.295359] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:05.298712] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: DOWN (p=39.99%)
[2025-11-22T01:21:05.298986] [INFO ] [FORECASTER] Completed predict_future for AFL
[2025-11-22T01:21:05.454377] [INFO ] [FORECASTER] Starting predict_future for AG
[2025-11-22T01:21:05.455242] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:05.455269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:05.455324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:05.521724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:05.522465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:05.522553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:05.522589] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:05.644396] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:05.644548] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:05.644590] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:05.644618] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:05.647990] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: DOWN (p=9.85%)
[2025-11-22T01:21:05.648268] [INFO ] [FORECASTER] Completed predict_future for AG
[2025-11-22T01:21:05.799554] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-11-22T01:21:05.800431] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:05.800458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:05.800515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:05.865440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:05.866170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:05.866252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:05.866286] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:05.983014] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:05.983177] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:05.983216] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:05.983244] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:05.986547] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: DOWN (p=18.71%)
[2025-11-22T01:21:05.986845] [INFO ] [FORECASTER] Completed predict_future for AGD
[2025-11-22T01:21:06.141677] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-11-22T01:21:06.142568] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:06.142595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:06.142671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:06.207979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:06.208595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:06.208697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:06.208732] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:06.350489] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:06.350679] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:06.350722] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:06.350751] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:06.354246] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: UP (p=92.29%)
[2025-11-22T01:21:06.354596] [INFO ] [FORECASTER] Completed predict_future for AGI
[2025-11-22T01:21:06.520374] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-11-22T01:21:06.521324] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:06.521352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:06.521416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:06.588904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:06.589819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:06.589908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:06.589943] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:06.704903] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:06.705080] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:06.705123] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:06.705154] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:06.708684] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: DOWN (p=32.90%)
[2025-11-22T01:21:06.708982] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-11-22T01:21:06.864150] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-11-22T01:21:06.865028] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:06.865055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:06.865112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:06.929178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:06.929867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:06.929945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:06.929978] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:07.045216] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:07.045379] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:07.045418] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:07.045447] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:07.048792] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: UP (p=90.54%)
[2025-11-22T01:21:07.049067] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-11-22T01:21:07.208528] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-11-22T01:21:07.209435] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:07.209467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:07.209536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:07.274671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:07.275364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:07.275445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:07.275479] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:07.396782] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:07.396946] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:07.396987] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:07.397016] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:07.400408] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: UP (p=78.33%)
[2025-11-22T01:21:07.400707] [INFO ] [FORECASTER] Completed predict_future for AI
[2025-11-22T01:21:07.565585] [INFO ] [FORECASTER] Starting predict_future for AIG
[2025-11-22T01:21:07.566821] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:07.566859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:07.566945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:07.640327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:07.641332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:07.641427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:07.641462] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:07.752169] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:07.752346] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:07.752389] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:07.752419] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:07.756232] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: UP (p=96.70%)
[2025-11-22T01:21:07.756862] [INFO ] [FORECASTER] Completed predict_future for AIG
[2025-11-22T01:21:07.958479] [INFO ] [FORECASTER] Starting predict_future for AIN
[2025-11-22T01:21:07.959816] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:07.959861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:07.959953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:08.047802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:08.049040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:08.049197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:08.049256] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:08.199146] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:08.199356] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:08.199431] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:08.199487] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:08.204860] [DEBUG] [FORECASTER] AIN: Forecast T+1@11:T+2@11: DOWN (p=25.82%)
[2025-11-22T01:21:08.205382] [INFO ] [FORECASTER] Completed predict_future for AIN
[2025-11-22T01:21:08.450975] [INFO ] [FORECASTER] Starting predict_future for AIO
[2025-11-22T01:21:08.452347] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:08.452401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:08.452500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:08.553988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:08.554962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:08.555063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:08.555100] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:08.657723] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:08.657908] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:08.657951] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:08.657982] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:08.661725] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: UP (p=98.11%)
[2025-11-22T01:21:08.662114] [INFO ] [FORECASTER] Completed predict_future for AIO
[2025-11-22T01:21:08.820272] [INFO ] [FORECASTER] Starting predict_future for AIR
[2025-11-22T01:21:08.821426] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:08.821454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:08.821511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:08.887432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:08.888395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:08.888486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:08.888520] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:08.979950] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:08.980115] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:08.980157] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:08.980188] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:08.983567] [DEBUG] [FORECASTER] AIR: Forecast T+1@11:T+2@11: UP (p=98.20%)
[2025-11-22T01:21:08.983869] [INFO ] [FORECASTER] Completed predict_future for AIR
[2025-11-22T01:21:09.136222] [INFO ] [FORECASTER] Starting predict_future for AIV
[2025-11-22T01:21:09.137192] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:09.137220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:09.137316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:09.203055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:09.203934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:09.204039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:09.204077] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:09.313996] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:09.314138] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:09.314179] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:09.314209] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:09.326452] [DEBUG] [FORECASTER] AIV: Forecast T+1@11:T+2@11: UP (p=97.14%)
[2025-11-22T01:21:09.326862] [INFO ] [FORECASTER] Completed predict_future for AIV
[2025-11-22T01:21:09.482727] [INFO ] [FORECASTER] Starting predict_future for AIZ
[2025-11-22T01:21:09.483619] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:09.483677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:09.483739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:09.550596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:09.551346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:09.551435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:09.551471] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:09.669045] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:09.669211] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:09.669252] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:09.669282] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:09.672717] [DEBUG] [FORECASTER] AIZ: Forecast T+1@11:T+2@11: UP (p=91.13%)
[2025-11-22T01:21:09.673003] [INFO ] [FORECASTER] Completed predict_future for AIZ
[2025-11-22T01:21:09.828921] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-11-22T01:21:09.829859] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:09.829890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:09.830146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:09.898322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:09.899262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:09.899378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:09.899422] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:09.993539] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:09.993723] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:09.993764] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:09.993795] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:09.997244] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: UP (p=88.20%)
[2025-11-22T01:21:09.997546] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-11-22T01:21:10.158343] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-11-22T01:21:10.159280] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:10.159309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:10.159366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:10.228864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:10.229920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:10.230017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:10.230053] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:10.345369] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:10.345544] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:10.345587] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:10.345620] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:10.349161] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: UP (p=99.08%)
[2025-11-22T01:21:10.349484] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-11-22T01:21:10.502926] [INFO ] [FORECASTER] Starting predict_future for AKR
[2025-11-22T01:21:10.503773] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:10.503801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:10.503857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:10.568424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:10.569395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:10.569489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:10.569524] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:10.689516] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:10.689706] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:10.689748] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:10.689778] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:10.693118] [DEBUG] [FORECASTER] AKR: Forecast T+1@11:T+2@11: DOWN (p=20.47%)
[2025-11-22T01:21:10.693392] [INFO ] [FORECASTER] Completed predict_future for AKR
[2025-11-22T01:21:10.844063] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-11-22T01:21:10.844930] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:10.844958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:10.845014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:10.908973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:10.909826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:10.909911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:10.909945] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:11.027870] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:11.028081] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:11.028122] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:11.028152] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:11.031607] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: DOWN (p=31.68%)
[2025-11-22T01:21:11.031966] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-11-22T01:21:11.184023] [INFO ] [FORECASTER] Starting predict_future for ALC
[2025-11-22T01:21:11.184954] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:11.184986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:11.185046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:11.263885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:11.264823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:11.264917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:11.264952] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:11.392117] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:11.392296] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:11.392339] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:11.392369] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:11.395975] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: UP (p=82.15%)
[2025-11-22T01:21:11.396294] [INFO ] [FORECASTER] Completed predict_future for ALC
[2025-11-22T01:21:11.561357] [INFO ] [FORECASTER] Starting predict_future for ALE
[2025-11-22T01:21:11.562408] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:11.562434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:11.562492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:11.627925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:11.628906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:11.628995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:11.629030] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:11.753401] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:11.753585] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:11.753627] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:11.753679] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:11.757128] [DEBUG] [FORECASTER] ALE: Forecast T+1@11:T+2@11: DOWN (p=29.31%)
[2025-11-22T01:21:11.757426] [INFO ] [FORECASTER] Completed predict_future for ALE
[2025-11-22T01:21:11.910749] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2025-11-22T01:21:11.911584] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:11.911612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:11.911687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:11.976869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:11.977689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:11.977776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:11.977810] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:12.081181] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:12.081345] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:12.081385] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:12.081414] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:12.084726] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: DOWN (p=38.04%)
[2025-11-22T01:21:12.085001] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2025-11-22T01:21:12.234743] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-11-22T01:21:12.235566] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:12.235594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:12.235676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:12.300275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:12.300910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:12.300990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:12.301023] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:12.478821] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:12.478995] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:12.479037] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:12.479066] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:12.482519] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: DOWN (p=31.39%)
[2025-11-22T01:21:12.482840] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-11-22T01:21:12.638089] [INFO ] [FORECASTER] Starting predict_future for ALIT
[2025-11-22T01:21:12.639015] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:12.639043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:12.639100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:12.704492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:12.705385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:12.705473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:12.705514] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:12.804459] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:12.805031] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:12.805074] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:12.805103] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:12.808793] [DEBUG] [FORECASTER] ALIT: Forecast T+1@11:T+2@11: UP (p=63.65%)
[2025-11-22T01:21:12.809075] [INFO ] [FORECASTER] Completed predict_future for ALIT
[2025-11-22T01:21:12.960748] [INFO ] [FORECASTER] Starting predict_future for ALK
[2025-11-22T01:21:12.961621] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:12.961671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:12.961732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:13.027014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:13.027951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:13.028040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:13.028074] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:13.129441] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:13.129614] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:13.129672] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:13.129704] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:13.134395] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: UP (p=98.82%)
[2025-11-22T01:21:13.134703] [INFO ] [FORECASTER] Completed predict_future for ALK
[2025-11-22T01:21:13.284169] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2025-11-22T01:21:13.285056] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:13.285085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:13.285142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:13.350235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:13.350877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:13.350957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:13.350990] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:13.455025] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:13.455172] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:13.455210] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:13.455238] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:13.458595] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: DOWN (p=11.61%)
[2025-11-22T01:21:13.458911] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2025-11-22T01:21:13.612543] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-11-22T01:21:13.613406] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:13.613433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:13.613498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:13.678158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:13.678806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:13.678886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:13.678918] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:13.780203] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:13.780380] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:13.780420] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:13.780449] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:13.783900] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: DOWN (p=15.50%)
[2025-11-22T01:21:13.784178] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-11-22T01:21:13.941739] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-11-22T01:21:13.942795] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:13.942840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:13.942912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:14.013671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:14.014456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:14.014545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:14.014579] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:14.115170] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:14.115346] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:14.115386] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:14.115415] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:14.118794] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: UP (p=72.65%)
[2025-11-22T01:21:14.119074] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-11-22T01:21:14.272928] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2025-11-22T01:21:14.273812] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:14.273839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:14.273896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:14.345676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:14.346537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:14.346626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:14.346686] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:14.471434] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:14.471612] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:14.471673] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:14.471705] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:14.475076] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: UP (p=85.34%)
[2025-11-22T01:21:14.475359] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2025-11-22T01:21:14.640416] [INFO ] [FORECASTER] Starting predict_future for ALV
[2025-11-22T01:21:14.641338] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:14.641366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:14.641422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:14.723356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:14.724456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:14.724553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:14.724590] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:14.851414] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:14.851591] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:14.851633] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:14.851690] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:14.855110] [DEBUG] [FORECASTER] ALV: Forecast T+1@11:T+2@11: UP (p=59.95%)
[2025-11-22T01:21:14.855388] [INFO ] [FORECASTER] Completed predict_future for ALV
[2025-11-22T01:21:15.007242] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-11-22T01:21:15.008500] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:15.008563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:15.008621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:15.074744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:15.075712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:15.075801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:15.075834] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:15.192759] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:15.192907] [INFO ] [FORECASTER] Trained on 344 historical samples with 26 features
[2025-11-22T01:21:15.192945] [INFO ] [FORECASTER] Stored all 346 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:15.192973] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:15.196229] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: UP (p=60.11%)
[2025-11-22T01:21:15.196503] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-11-22T01:21:15.349404] [INFO ] [FORECASTER] Starting predict_future for AM
[2025-11-22T01:21:15.350326] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:15.350355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:15.350412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:15.415113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:15.415893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:15.415985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:15.416018] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:15.535103] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:15.535293] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:15.535335] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:15.535365] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:15.538951] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: UP (p=94.10%)
[2025-11-22T01:21:15.539238] [INFO ] [FORECASTER] Completed predict_future for AM
[2025-11-22T01:21:15.700538] [INFO ] [FORECASTER] Starting predict_future for AMC
[2025-11-22T01:21:15.701407] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:15.701435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:15.701491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:15.767049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:15.767714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:15.767798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:15.767831] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:15.888291] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:15.888499] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:15.888544] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:15.888574] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:15.892576] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: DOWN (p=49.30%)
[2025-11-22T01:21:15.892941] [INFO ] [FORECASTER] Completed predict_future for AMC
[2025-11-22T01:21:16.054206] [INFO ] [FORECASTER] Starting predict_future for AMCR
[2025-11-22T01:21:16.055131] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:16.055160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:16.055218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:16.124457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:16.125370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:16.125466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:16.125503] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:16.289678] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:16.289862] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:16.289912] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:16.289951] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:16.293450] [DEBUG] [FORECASTER] AMCR: Forecast T+1@11:T+2@11: DOWN (p=4.40%)
[2025-11-22T01:21:16.294160] [INFO ] [FORECASTER] Completed predict_future for AMCR
[2025-11-22T01:21:16.450927] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-11-22T01:21:16.451818] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:16.451847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:16.451907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:16.519336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:16.520012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:16.520095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:16.520130] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:16.643259] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:16.643431] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:16.643492] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:16.643522] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:16.647248] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2025-11-22T01:21:16.647582] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-11-22T01:21:16.805563] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-11-22T01:21:16.806450] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:16.806479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:16.806539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:16.873300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:16.874051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:16.874138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:16.874173] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:16.991187] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:16.991361] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:16.991403] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:16.991434] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:16.995057] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: UP (p=88.18%)
[2025-11-22T01:21:16.995370] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-11-22T01:21:17.153039] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-11-22T01:21:17.153950] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:17.153977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:17.154034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:17.218886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:17.219712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:17.219803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:17.219839] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:17.348608] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:17.348801] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:17.348841] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:17.348870] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:17.352280] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=64.26%)
[2025-11-22T01:21:17.352560] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-11-22T01:21:17.506000] [INFO ] [FORECASTER] Starting predict_future for AMP
[2025-11-22T01:21:17.506853] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:17.506880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:17.506936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:17.571906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:17.572542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:17.572639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:17.572706] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:17.698191] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:17.698335] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:17.698373] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:17.698402] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:17.701768] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: UP (p=93.75%)
[2025-11-22T01:21:17.702070] [INFO ] [FORECASTER] Completed predict_future for AMP
[2025-11-22T01:21:17.857266] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-11-22T01:21:17.858308] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:17.858358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:17.858420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:17.924365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:17.925248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:17.925344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:17.925379] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:18.066438] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:18.066724] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:18.066779] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:18.066810] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:18.071048] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: UP (p=99.28%)
[2025-11-22T01:21:18.071436] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-11-22T01:21:18.255118] [INFO ] [FORECASTER] Starting predict_future for AMPY
[2025-11-22T01:21:18.256370] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:18.256397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:18.256457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:18.323790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:18.324929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:18.325032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:18.325067] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:18.478522] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:18.478790] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:18.478837] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:18.478867] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:18.482750] [DEBUG] [FORECASTER] AMPY: Forecast T+1@11:T+2@11: UP (p=62.58%)
[2025-11-22T01:21:18.483071] [INFO ] [FORECASTER] Completed predict_future for AMPY
[2025-11-22T01:21:18.643582] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-11-22T01:21:18.644566] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:18.644594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:18.644675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:18.713986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:18.715218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:18.715346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:18.715380] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:18.863930] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:18.864183] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:18.864228] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:18.864257] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:18.868497] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: UP (p=96.53%)
[2025-11-22T01:21:18.868986] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-11-22T01:21:19.037171] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-11-22T01:21:19.038139] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:19.038166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:19.038224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:19.103853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:19.104963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:19.105064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:19.105099] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:19.271924] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:19.272174] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:19.272244] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:19.272278] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:19.276137] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: DOWN (p=8.12%)
[2025-11-22T01:21:19.276472] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-11-22T01:21:19.436204] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2025-11-22T01:21:19.437248] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:19.437275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:19.437335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:19.503262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:19.504436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:19.504539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:19.504573] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:19.628538] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:19.628806] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:19.628851] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:19.628881] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:19.632685] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: UP (p=65.82%)
[2025-11-22T01:21:19.633002] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2025-11-22T01:21:19.796612] [INFO ] [FORECASTER] Starting predict_future for AN
[2025-11-22T01:21:19.797667] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:19.797703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:19.797770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:19.871110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:19.872344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:19.872476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:19.872511] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:19.998784] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:19.999030] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:19.999076] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:19.999109] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:20.003274] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: UP (p=62.59%)
[2025-11-22T01:21:20.003627] [INFO ] [FORECASTER] Completed predict_future for AN
[2025-11-22T01:21:20.175736] [INFO ] [FORECASTER] Starting predict_future for ANET
[2025-11-22T01:21:20.176736] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:20.176763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:20.176822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:20.242129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:20.243212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:20.243327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:20.243361] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:20.363659] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:20.363890] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:20.363936] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:20.363966] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:20.367692] [DEBUG] [FORECASTER] ANET: Forecast T+1@11:T+2@11: UP (p=98.06%)
[2025-11-22T01:21:20.368073] [INFO ] [FORECASTER] Completed predict_future for ANET
[2025-11-22T01:21:20.524840] [INFO ] [FORECASTER] Starting predict_future for ANF
[2025-11-22T01:21:20.525835] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:20.525864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:20.525948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:20.591883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:20.592841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:20.592941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:20.592977] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:20.713528] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:20.713805] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:20.713857] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:20.713888] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:20.717917] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: UP (p=87.39%)
[2025-11-22T01:21:20.718256] [INFO ] [FORECASTER] Completed predict_future for ANF
[2025-11-22T01:21:20.877199] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-11-22T01:21:20.878099] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:20.878127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:20.878183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:20.942805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:20.943735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:20.943825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:20.943859] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:21.059968] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:21.060156] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:21.060199] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:21.060228] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:21.064000] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: DOWN (p=3.37%)
[2025-11-22T01:21:21.064348] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-11-22T01:21:21.217981] [INFO ] [FORECASTER] Starting predict_future for AON
[2025-11-22T01:21:21.218846] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:21.218937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:21.218996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:21.285776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:21.286591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:21.286698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:21.286735] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:21.439793] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:21.439933] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:21.439974] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:21.440002] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:21.443363] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: DOWN (p=47.49%)
[2025-11-22T01:21:21.443663] [INFO ] [FORECASTER] Completed predict_future for AON
[2025-11-22T01:21:21.598297] [INFO ] [FORECASTER] Starting predict_future for AORT
[2025-11-22T01:21:21.599196] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:21.599224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:21.599281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:21.664987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:21.665895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:21.665985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:21.666022] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:21.773295] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:21.773476] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:21.773518] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:21.773571] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:21.777009] [DEBUG] [FORECASTER] AORT: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-11-22T01:21:21.777315] [INFO ] [FORECASTER] Completed predict_future for AORT
[2025-11-22T01:21:21.928963] [INFO ] [FORECASTER] Starting predict_future for AOS
[2025-11-22T01:21:21.929884] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:21.929914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:21.929972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:21.995206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:21.996133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:21.996222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:21.996256] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:22.099321] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:22.099524] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:22.099566] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:22.099595] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:22.102929] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: DOWN (p=34.83%)
[2025-11-22T01:21:22.103211] [INFO ] [FORECASTER] Completed predict_future for AOS
[2025-11-22T01:21:22.255530] [INFO ] [FORECASTER] Starting predict_future for AP
[2025-11-22T01:21:22.256432] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:22.256459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:22.256516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:22.322708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:22.323428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:22.323515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:22.323551] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:22.420087] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:22.420256] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:22.420297] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:22.420338] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:22.424492] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: DOWN (p=0.15%)
[2025-11-22T01:21:22.425249] [INFO ] [FORECASTER] Completed predict_future for AP
[2025-11-22T01:21:22.578053] [INFO ] [FORECASTER] Starting predict_future for APAM
[2025-11-22T01:21:22.578949] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:22.578976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:22.579032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:22.645463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:22.646290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:22.646381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:22.646416] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:22.753738] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:22.753911] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:22.753953] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:22.753983] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:22.757413] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: DOWN (p=32.28%)
[2025-11-22T01:21:22.757726] [INFO ] [FORECASTER] Completed predict_future for APAM
[2025-11-22T01:21:22.914052] [INFO ] [FORECASTER] Starting predict_future for APH
[2025-11-22T01:21:22.914968] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:22.914997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:22.915057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:22.987844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:22.988797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:22.988883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:22.988917] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:23.103338] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:23.103516] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:23.103557] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:23.103586] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:23.107050] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: UP (p=95.09%)
[2025-11-22T01:21:23.107348] [INFO ] [FORECASTER] Completed predict_future for APH
[2025-11-22T01:21:23.256848] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-11-22T01:21:23.257857] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:23.257884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:23.257941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:23.322049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:23.322631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:23.322731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:23.322765] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:23.439672] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:23.439808] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:23.439845] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:23.439873] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:23.443044] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: DOWN (p=45.67%)
[2025-11-22T01:21:23.443316] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-11-22T01:21:23.591476] [INFO ] [FORECASTER] Starting predict_future for APOS
[2025-11-22T01:21:23.592351] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:23.592377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:23.592434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:23.655991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:23.656598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:23.656697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:23.656732] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:23.764197] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:23.764340] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:23.764378] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:23.764406] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:23.767763] [DEBUG] [FORECASTER] APOS: Forecast T+1@11:T+2@11: UP (p=55.22%)
[2025-11-22T01:21:23.768049] [INFO ] [FORECASTER] Completed predict_future for APOS
[2025-11-22T01:21:23.919489] [INFO ] [FORECASTER] Starting predict_future for APTV
[2025-11-22T01:21:23.920342] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:23.920369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:23.920424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:23.984425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:23.985086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:23.985166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:23.985200] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:24.104521] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:24.104716] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:24.104760] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:24.104808] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:24.108125] [DEBUG] [FORECASTER] APTV: Forecast T+1@11:T+2@11: DOWN (p=13.54%)
[2025-11-22T01:21:24.108403] [INFO ] [FORECASTER] Completed predict_future for APTV
[2025-11-22T01:21:24.261438] [INFO ] [FORECASTER] Starting predict_future for AQN
[2025-11-22T01:21:24.262286] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:24.262314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:24.262370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:24.327095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:24.327852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:24.327936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:24.327969] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:24.451498] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:24.451692] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:24.451735] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:24.451767] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:24.457788] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: DOWN (p=3.92%)
[2025-11-22T01:21:24.458132] [INFO ] [FORECASTER] Completed predict_future for AQN
[2025-11-22T01:21:24.613059] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-11-22T01:21:24.613905] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:24.613933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:24.613997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:24.678438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:24.679199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:24.679280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:24.679313] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:24.786594] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:24.786801] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:24.786843] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:24.786872] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:24.790358] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: DOWN (p=38.94%)
[2025-11-22T01:21:24.790680] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-11-22T01:21:24.950026] [INFO ] [FORECASTER] Starting predict_future for AR
[2025-11-22T01:21:24.950906] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:24.950935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:24.950992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:25.016349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:25.017330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:25.017418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:25.017452] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:25.127707] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:25.127891] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:25.127938] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:25.127968] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:25.131447] [DEBUG] [FORECASTER] AR: Forecast T+1@11:T+2@11: DOWN (p=47.49%)
[2025-11-22T01:21:25.131751] [INFO ] [FORECASTER] Completed predict_future for AR
[2025-11-22T01:21:25.286069] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2025-11-22T01:21:25.287125] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:25.287155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:25.287215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:25.354832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:25.356047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:25.356150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:25.356187] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:25.479834] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:25.480087] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:25.480133] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:25.480166] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:25.484183] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: UP (p=90.48%)
[2025-11-22T01:21:25.484527] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2025-11-22T01:21:25.648851] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2025-11-22T01:21:25.649966] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:25.649993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:25.650051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:25.714587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:25.715290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:25.715372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:25.715404] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:25.826706] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:25.826886] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:25.826928] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:25.826957] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:25.830359] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: UP (p=73.84%)
[2025-11-22T01:21:25.830639] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2025-11-22T01:21:25.997797] [INFO ] [FORECASTER] Starting predict_future for ARI
[2025-11-22T01:21:25.998699] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:25.998727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:25.998784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:26.067207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:26.067998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:26.068082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:26.068117] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:26.179805] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:26.179976] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:26.180017] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:26.180046] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:26.183345] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: DOWN (p=35.14%)
[2025-11-22T01:21:26.183622] [INFO ] [FORECASTER] Completed predict_future for ARI
[2025-11-22T01:21:26.339521] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2025-11-22T01:21:26.340579] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:26.340607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:26.340685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:26.408341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:26.409531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:26.409639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:26.409704] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:26.547100] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:26.547338] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:26.547385] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:26.547417] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:26.551375] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: DOWN (p=19.97%)
[2025-11-22T01:21:26.551722] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2025-11-22T01:21:26.708534] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2025-11-22T01:21:26.709538] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:26.709567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:26.709626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:26.776068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:26.777314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:26.777422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:26.777456] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:26.904290] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:26.904553] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:26.904600] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:26.904630] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:26.908635] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: UP (p=96.15%)
[2025-11-22T01:21:26.909036] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2025-11-22T01:21:27.066475] [INFO ] [FORECASTER] Starting predict_future for AROC
[2025-11-22T01:21:27.067582] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:27.067699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:27.067777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:27.135004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:27.136150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:27.136250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:27.136284] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:27.264712] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:27.264974] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:27.265022] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:27.265053] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:27.269180] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: DOWN (p=36.95%)
[2025-11-22T01:21:27.269569] [INFO ] [FORECASTER] Completed predict_future for AROC
[2025-11-22T01:21:27.426893] [INFO ] [FORECASTER] Starting predict_future for ARR
[2025-11-22T01:21:27.427885] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:27.427912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:27.427971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:27.493178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:27.494312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:27.494438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:27.494474] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:27.620454] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:27.620717] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:27.620766] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:27.620799] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:27.624905] [DEBUG] [FORECASTER] ARR: Forecast T+1@11:T+2@11: DOWN (p=43.63%)
[2025-11-22T01:21:27.625236] [INFO ] [FORECASTER] Completed predict_future for ARR
[2025-11-22T01:21:27.808100] [INFO ] [FORECASTER] Starting predict_future for ARW
[2025-11-22T01:21:27.809241] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:27.809274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:27.809336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:27.878535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:27.879788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:27.879936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:27.879973] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:28.021459] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:28.021725] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:28.021778] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:28.021810] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:28.026518] [DEBUG] [FORECASTER] ARW: Forecast T+1@11:T+2@11: UP (p=78.43%)
[2025-11-22T01:21:28.027050] [INFO ] [FORECASTER] Completed predict_future for ARW
[2025-11-22T01:21:28.195431] [INFO ] [FORECASTER] Starting predict_future for ASAN
[2025-11-22T01:21:28.196580] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:28.196610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:28.196697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:28.267078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:28.268266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:28.268388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:28.268426] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:28.425868] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:28.426112] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:28.426162] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:28.426206] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:28.430751] [DEBUG] [FORECASTER] ASAN: Forecast T+1@11:T+2@11: DOWN (p=20.41%)
[2025-11-22T01:21:28.431081] [INFO ] [FORECASTER] Completed predict_future for ASAN
[2025-11-22T01:21:28.594744] [INFO ] [FORECASTER] Starting predict_future for ASB
[2025-11-22T01:21:28.595819] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:28.595848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:28.595909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:28.667139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:28.668319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:28.668421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:28.668458] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:28.791265] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:28.791504] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:28.791552] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:28.791583] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:28.795483] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: DOWN (p=2.58%)
[2025-11-22T01:21:28.795858] [INFO ] [FORECASTER] Completed predict_future for ASB
[2025-11-22T01:21:28.954192] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2025-11-22T01:21:28.955281] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:28.955309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:28.955369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:29.023570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:29.025032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:29.025142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:29.025178] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:29.134234] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:29.134481] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:29.134527] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:29.134558] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:29.138546] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: UP (p=64.34%)
[2025-11-22T01:21:29.138924] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2025-11-22T01:21:29.298030] [INFO ] [FORECASTER] Starting predict_future for ASG
[2025-11-22T01:21:29.299057] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:29.299085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:29.299146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:29.368074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:29.369294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:29.369442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:29.369481] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:29.493802] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:29.494051] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:29.494097] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:29.494128] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:29.498444] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: UP (p=93.10%)
[2025-11-22T01:21:29.498807] [INFO ] [FORECASTER] Completed predict_future for ASG
[2025-11-22T01:21:29.656702] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-11-22T01:21:29.657886] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:29.657915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:29.657978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:29.725554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:29.726596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:29.726708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:29.726745] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:29.828893] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:29.829089] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:29.829130] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:29.829160] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:29.832518] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: DOWN (p=46.11%)
[2025-11-22T01:21:29.832836] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-11-22T01:21:29.985456] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-11-22T01:21:29.986296] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:29.986323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:29.986380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:30.054546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:30.055243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:30.055324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:30.055357] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:30.161962] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:30.162100] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:30.162136] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:30.162165] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:30.165331] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: DOWN (p=39.19%)
[2025-11-22T01:21:30.165602] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-11-22T01:21:30.316942] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2025-11-22T01:21:30.317815] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:30.317843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:30.317901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:30.382121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:30.382745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:30.382824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:30.382874] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:30.483093] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:30.483280] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:30.483321] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:30.483350] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:30.486854] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: DOWN (p=42.83%)
[2025-11-22T01:21:30.487241] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2025-11-22T01:21:30.655871] [INFO ] [FORECASTER] Starting predict_future for ASR
[2025-11-22T01:21:30.656740] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:30.656769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:30.656826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:30.723912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:30.724631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:30.724762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:30.724799] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:30.829789] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:30.829961] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:30.830007] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:30.830037] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:30.833588] [DEBUG] [FORECASTER] ASR: Forecast T+1@11:T+2@11: UP (p=59.79%)
[2025-11-22T01:21:30.833897] [INFO ] [FORECASTER] Completed predict_future for ASR
[2025-11-22T01:21:30.992554] [INFO ] [FORECASTER] Starting predict_future for ASX
[2025-11-22T01:21:30.993443] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:30.993471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:30.993530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:31.061229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:31.061935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:31.062032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:31.062076] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:31.170967] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:31.171133] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:31.171176] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:31.171207] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:31.174682] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: DOWN (p=2.60%)
[2025-11-22T01:21:31.174968] [INFO ] [FORECASTER] Completed predict_future for ASX
[2025-11-22T01:21:31.327080] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-11-22T01:21:31.327962] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:31.327989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:31.328046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:31.392966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:31.393564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:31.393665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:31.393702] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:31.497434] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:31.497577] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:31.497615] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:31.497662] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:31.500924] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: UP (p=87.01%)
[2025-11-22T01:21:31.501201] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-11-22T01:21:31.659736] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2025-11-22T01:21:31.660608] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:31.660659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:31.660725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:31.729802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:31.730730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:31.730832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:31.730869] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:31.830971] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:31.831360] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:31.831406] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:31.831438] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:31.835006] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: UP (p=69.15%)
[2025-11-22T01:21:31.835315] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2025-11-22T01:21:31.995412] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-11-22T01:21:31.996295] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:31.996323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:31.996380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:32.060808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:32.061447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:32.061528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:32.061562] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:32.172169] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:32.172335] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:32.172376] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:32.172405] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:32.175736] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: UP (p=76.09%)
[2025-11-22T01:21:32.176023] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-11-22T01:21:32.331765] [INFO ] [FORECASTER] Starting predict_future for ATKR
[2025-11-22T01:21:32.332602] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:32.332630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:32.332712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:32.396864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:32.397639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:32.397744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:32.397778] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:32.494635] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:32.494818] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:32.494858] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:32.494887] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:32.498335] [DEBUG] [FORECASTER] ATKR: Forecast T+1@11:T+2@11: UP (p=89.18%)
[2025-11-22T01:21:32.498628] [INFO ] [FORECASTER] Completed predict_future for ATKR
[2025-11-22T01:21:32.653782] [INFO ] [FORECASTER] Starting predict_future for ATMU
[2025-11-22T01:21:32.654767] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:32.654796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:32.654855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:32.721148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:32.721842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:32.721924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:32.721960] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:32.816446] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:32.816610] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:32.816670] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:32.816703] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:32.820101] [DEBUG] [FORECASTER] ATMU: Forecast T+1@11:T+2@11: DOWN (p=31.65%)
[2025-11-22T01:21:32.820397] [INFO ] [FORECASTER] Completed predict_future for ATMU
[2025-11-22T01:21:32.971888] [INFO ] [FORECASTER] Starting predict_future for ATR
[2025-11-22T01:21:32.972783] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:32.972814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:32.972882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:33.038489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:33.039134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:33.039216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:33.039252] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:33.135699] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:33.135841] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:33.135878] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:33.135908] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:33.139131] [DEBUG] [FORECASTER] ATR: Forecast T+1@11:T+2@11: UP (p=72.31%)
[2025-11-22T01:21:33.139404] [INFO ] [FORECASTER] Completed predict_future for ATR
[2025-11-22T01:21:33.290270] [INFO ] [FORECASTER] Starting predict_future for AU
[2025-11-22T01:21:33.291117] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:33.291145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:33.291381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:33.356784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:33.357445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:33.357525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:33.357559] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:33.458826] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:33.458980] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:33.459026] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:33.459057] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:33.462350] [DEBUG] [FORECASTER] AU: Forecast T+1@11:T+2@11: DOWN (p=47.87%)
[2025-11-22T01:21:33.462630] [INFO ] [FORECASTER] Completed predict_future for AU
[2025-11-22T01:21:33.615588] [INFO ] [FORECASTER] Starting predict_future for AVA
[2025-11-22T01:21:33.616532] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:33.616561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:33.616620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:33.681162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:33.682048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:33.682137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:33.682171] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:33.784205] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:33.784373] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:33.784413] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:33.784442] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:33.787865] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: UP (p=61.09%)
[2025-11-22T01:21:33.788145] [INFO ] [FORECASTER] Completed predict_future for AVA
[2025-11-22T01:21:33.937206] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2025-11-22T01:21:33.938109] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:33.938141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:33.938198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:34.002042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:34.002679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:34.002776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:34.002811] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:34.098402] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:34.098536] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:34.098574] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:34.098602] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:34.103490] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=89.34%)
[2025-11-22T01:21:34.103797] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2025-11-22T01:21:34.255284] [INFO ] [FORECASTER] Starting predict_future for AVB
[2025-11-22T01:21:34.256151] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:34.256181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:34.256238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:34.320041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:34.320630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:34.320727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:34.320760] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:34.440347] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:34.440522] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:34.440564] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:34.440593] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:34.443953] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: UP (p=79.25%)
[2025-11-22T01:21:34.444248] [INFO ] [FORECASTER] Completed predict_future for AVB
[2025-11-22T01:21:34.606438] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-11-22T01:21:34.607416] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:34.607444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:34.607501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:34.675752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:34.676452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:34.676535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:34.676571] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:34.772552] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:34.772741] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:34.772784] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:34.772815] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:34.776681] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: UP (p=95.78%)
[2025-11-22T01:21:34.777065] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-11-22T01:21:34.934269] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2025-11-22T01:21:34.935139] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:34.935167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:34.935224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:34.999312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:34.999954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:35.000034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:35.000067] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:35.097734] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:35.097883] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:35.097920] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:35.097949] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:35.101065] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: UP (p=98.41%)
[2025-11-22T01:21:35.101333] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2025-11-22T01:21:35.252005] [INFO ] [FORECASTER] Starting predict_future for AVNT
[2025-11-22T01:21:35.252866] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:35.252894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:35.252951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:35.318236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:35.318909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:35.318990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:35.319025] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:35.420229] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:35.420340] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:35.420376] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:35.420405] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:35.423593] [DEBUG] [FORECASTER] AVNT: Forecast T+1@11:T+2@11: UP (p=80.48%)
[2025-11-22T01:21:35.423880] [INFO ] [FORECASTER] Completed predict_future for AVNT
[2025-11-22T01:21:35.579166] [INFO ] [FORECASTER] Starting predict_future for AVTR
[2025-11-22T01:21:35.580032] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:35.580064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:35.580122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:35.644503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:35.645110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:35.645189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:35.645222] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:35.744066] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:35.744239] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:35.744280] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:35.744310] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:35.750554] [DEBUG] [FORECASTER] AVTR: Forecast T+1@11:T+2@11: DOWN (p=7.45%)
[2025-11-22T01:21:35.750983] [INFO ] [FORECASTER] Completed predict_future for AVTR
[2025-11-22T01:21:35.902676] [INFO ] [FORECASTER] Starting predict_future for AWI
[2025-11-22T01:21:35.903529] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:35.903558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:35.903615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:35.967787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:35.968375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:35.968454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:35.968487] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:36.066882] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:36.067025] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:36.067085] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:36.067116] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:36.070316] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: UP (p=61.17%)
[2025-11-22T01:21:36.070586] [INFO ] [FORECASTER] Completed predict_future for AWI
[2025-11-22T01:21:36.222502] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-11-22T01:21:36.223358] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:36.223405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:36.223464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:36.289401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:36.290388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:36.290508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:36.290544] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:36.399136] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:36.399290] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:36.399329] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:36.399358] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:36.402626] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: DOWN (p=15.65%)
[2025-11-22T01:21:36.402930] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-11-22T01:21:36.552254] [INFO ] [FORECASTER] Starting predict_future for AWP
[2025-11-22T01:21:36.553139] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:36.553166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:36.553223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:36.617905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:36.618818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:36.618906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:36.618939] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:36.730026] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:36.730205] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:36.730246] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:36.730275] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:36.733607] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: UP (p=87.26%)
[2025-11-22T01:21:36.733904] [INFO ] [FORECASTER] Completed predict_future for AWP
[2025-11-22T01:21:36.887919] [INFO ] [FORECASTER] Starting predict_future for AWR
[2025-11-22T01:21:36.888782] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:36.888809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:36.888875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:36.953606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:36.954507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:36.954594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:36.954628] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:37.052226] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:37.052402] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:37.052442] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:37.052472] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:37.055803] [DEBUG] [FORECASTER] AWR: Forecast T+1@11:T+2@11: UP (p=53.52%)
[2025-11-22T01:21:37.056098] [INFO ] [FORECASTER] Completed predict_future for AWR
[2025-11-22T01:21:37.206003] [INFO ] [FORECASTER] Starting predict_future for AX
[2025-11-22T01:21:37.206851] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:37.206879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:37.206935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:37.271214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:37.271941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:37.272023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:37.272056] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:37.394559] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:37.394702] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:37.394756] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:37.394787] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:37.398325] [DEBUG] [FORECASTER] AX: Forecast T+1@11:T+2@11: UP (p=96.74%)
[2025-11-22T01:21:37.398601] [INFO ] [FORECASTER] Completed predict_future for AX
[2025-11-22T01:21:37.546351] [INFO ] [FORECASTER] Starting predict_future for AXP
[2025-11-22T01:21:37.550285] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:37.550313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:37.550374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:37.614848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:37.615482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:37.615572] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:37.615608] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:37.717628] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:37.717748] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:37.717784] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:37.717812] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:37.720818] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: UP (p=56.30%)
[2025-11-22T01:21:37.721082] [INFO ] [FORECASTER] Completed predict_future for AXP
[2025-11-22T01:21:37.869972] [INFO ] [FORECASTER] Starting predict_future for AXR
[2025-11-22T01:21:37.870819] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:37.870847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:37.870904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:37.935305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:37.935929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:37.936007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:37.936041] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:38.030327] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:38.030501] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:38.030544] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:38.030573] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:38.034191] [DEBUG] [FORECASTER] AXR: Forecast T+1@11:T+2@11: UP (p=83.78%)
[2025-11-22T01:21:38.034482] [INFO ] [FORECASTER] Completed predict_future for AXR
[2025-11-22T01:21:38.184625] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-11-22T01:21:38.185516] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:38.185542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:38.185599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:38.249926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:38.250532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:38.250622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:38.250675] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:38.360606] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:38.360835] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:38.360879] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:38.360911] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:38.364353] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: UP (p=70.41%)
[2025-11-22T01:21:38.364666] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-11-22T01:21:38.521793] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2025-11-22T01:21:38.522684] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:38.522716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:38.522785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:38.586549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:38.587179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:38.587260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:38.587293] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:38.695158] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:38.695322] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:38.695364] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:38.695392] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:38.698917] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: DOWN (p=6.89%)
[2025-11-22T01:21:38.699211] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2025-11-22T01:21:38.854172] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-11-22T01:21:38.855040] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:38.855068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:38.855125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:38.920877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:38.921576] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:38.921678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:38.921715] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:39.027362] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:39.027519] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:39.027559] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:39.027587] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:39.030924] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: DOWN (p=36.17%)
[2025-11-22T01:21:39.031216] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-11-22T01:21:39.190312] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-11-22T01:21:39.191164] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:39.191192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:39.191250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:39.255303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:39.255958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:39.256038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:39.256072] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:39.355386] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:39.355535] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:39.355574] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:39.355603] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:39.358859] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: DOWN (p=39.79%)
[2025-11-22T01:21:39.359155] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-11-22T01:21:39.510406] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2025-11-22T01:21:39.511460] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:39.511488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:39.511545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:39.579013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:39.579619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:39.579723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:39.579758] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:39.683570] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:39.683747] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:39.683792] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:39.683881] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:39.689266] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: DOWN (p=49.94%)
[2025-11-22T01:21:39.689551] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2025-11-22T01:21:39.845765] [INFO ] [FORECASTER] Starting predict_future for BA
[2025-11-22T01:21:39.846692] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:39.846719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:39.846775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:39.912012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:39.912948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:39.913041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:39.913076] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:40.004828] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:40.004988] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:40.005027] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:40.005056] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:40.008322] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: UP (p=89.45%)
[2025-11-22T01:21:40.008599] [INFO ] [FORECASTER] Completed predict_future for BA
[2025-11-22T01:21:40.162323] [INFO ] [FORECASTER] Starting predict_future for BABA
[2025-11-22T01:21:40.163213] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:40.163240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:40.163298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:40.229539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:40.230336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:40.230420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:40.230454] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:40.327903] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:40.328072] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:40.328114] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:40.328145] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:40.331834] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: UP (p=97.99%)
[2025-11-22T01:21:40.332118] [INFO ] [FORECASTER] Completed predict_future for BABA
[2025-11-22T01:21:40.496337] [INFO ] [FORECASTER] Starting predict_future for BAH
[2025-11-22T01:21:40.497279] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:40.497307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:40.497383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:40.568326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:40.569278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:40.569366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:40.569401] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:40.674741] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:40.674914] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:40.674954] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:40.674985] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:40.678470] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: UP (p=77.43%)
[2025-11-22T01:21:40.678773] [INFO ] [FORECASTER] Completed predict_future for BAH
[2025-11-22T01:21:40.832102] [INFO ] [FORECASTER] Starting predict_future for BAM
[2025-11-22T01:21:40.833013] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:40.833040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:40.833096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:40.898122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:40.899016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:40.899101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:40.899134] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:41.002701] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:41.002874] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:41.002915] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:41.002944] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:41.006272] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: DOWN (p=41.95%)
[2025-11-22T01:21:41.006546] [INFO ] [FORECASTER] Completed predict_future for BAM
[2025-11-22T01:21:41.157495] [INFO ] [FORECASTER] Starting predict_future for BANC
[2025-11-22T01:21:41.158376] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:41.158403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:41.158461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:41.222798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:41.223760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:41.223847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:41.223882] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:41.324496] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:41.324675] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:41.324718] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:41.324747] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:41.328020] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: DOWN (p=11.95%)
[2025-11-22T01:21:41.328295] [INFO ] [FORECASTER] Completed predict_future for BANC
[2025-11-22T01:21:41.481270] [INFO ] [FORECASTER] Starting predict_future for BAP
[2025-11-22T01:21:41.482146] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:41.482173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:41.482230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:41.546900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:41.547780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:41.547867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:41.547903] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:41.651309] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:41.651484] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:41.651526] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:41.651556] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:41.655067] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: DOWN (p=22.69%)
[2025-11-22T01:21:41.655385] [INFO ] [FORECASTER] Completed predict_future for BAP
[2025-11-22T01:21:41.806083] [INFO ] [FORECASTER] Starting predict_future for BARK
[2025-11-22T01:21:41.806955] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:41.806983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:41.807059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:41.871276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:41.872042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:41.872156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:41.872196] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:41.978446] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:41.978681] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:41.978736] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:41.978788] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:41.982347] [DEBUG] [FORECASTER] BARK: Forecast T+1@11:T+2@11: UP (p=53.47%)
[2025-11-22T01:21:41.982634] [INFO ] [FORECASTER] Completed predict_future for BARK
[2025-11-22T01:21:42.135476] [INFO ] [FORECASTER] Starting predict_future for BB
[2025-11-22T01:21:42.136334] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:42.136362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:42.136419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:42.200868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:42.201483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:42.201564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:42.201597] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:42.300869] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:42.301030] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:42.301069] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:42.301097] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:42.304377] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: DOWN (p=18.64%)
[2025-11-22T01:21:42.304675] [INFO ] [FORECASTER] Completed predict_future for BB
[2025-11-22T01:21:42.501706] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2025-11-22T01:21:42.502614] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:42.502665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:42.502727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:42.569998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:42.570930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:42.571051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:42.571086] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:42.708713] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:42.708936] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:42.708987] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:42.709019] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:42.712815] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: DOWN (p=33.63%)
[2025-11-22T01:21:42.713148] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2025-11-22T01:21:42.872225] [INFO ] [FORECASTER] Starting predict_future for BBAR
[2025-11-22T01:21:42.873132] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:42.873159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:42.873217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:42.937897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:42.938784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:42.938872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:42.938907] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:43.033789] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:43.033954] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:43.033993] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:43.034024] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:43.037345] [DEBUG] [FORECASTER] BBAR: Forecast T+1@11:T+2@11: DOWN (p=0.50%)
[2025-11-22T01:21:43.037626] [INFO ] [FORECASTER] Completed predict_future for BBAR
[2025-11-22T01:21:43.186234] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-11-22T01:21:43.187113] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:43.187140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:43.187197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:43.250905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:43.251584] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:43.251683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:43.251720] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:43.343240] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:43.343404] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:43.343443] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:43.343472] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:43.346767] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: DOWN (p=44.38%)
[2025-11-22T01:21:43.347067] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-11-22T01:21:43.498512] [INFO ] [FORECASTER] Starting predict_future for BBDC
[2025-11-22T01:21:43.499388] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:43.499415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:43.499471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:43.563250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:43.563983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:43.564064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:43.564099] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:43.652659] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:43.652829] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:43.652868] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:43.652898] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:43.656163] [DEBUG] [FORECASTER] BBDC: Forecast T+1@11:T+2@11: UP (p=77.08%)
[2025-11-22T01:21:43.656442] [INFO ] [FORECASTER] Completed predict_future for BBDC
[2025-11-22T01:21:43.808608] [INFO ] [FORECASTER] Starting predict_future for BBN
[2025-11-22T01:21:43.809506] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:43.809534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:43.809591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:43.874140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:43.874987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:43.875073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:43.875106] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:43.963026] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:43.963200] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:43.963249] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:43.963288] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:43.966678] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: DOWN (p=46.99%)
[2025-11-22T01:21:43.966963] [INFO ] [FORECASTER] Completed predict_future for BBN
[2025-11-22T01:21:44.120333] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2025-11-22T01:21:44.121534] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:44.121579] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:44.121685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:44.199440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:44.200326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:44.200430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:44.200469] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:44.295270] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:44.295434] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:44.295476] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:44.295507] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:44.298945] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: UP (p=60.21%)
[2025-11-22T01:21:44.299230] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2025-11-22T01:21:44.452201] [INFO ] [FORECASTER] Starting predict_future for BBW
[2025-11-22T01:21:44.453098] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:44.453128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:44.453184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:44.517421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:44.518050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:44.518133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:44.518169] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:44.616694] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:44.616861] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:44.616904] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:44.616935] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:44.620396] [DEBUG] [FORECASTER] BBW: Forecast T+1@11:T+2@11: UP (p=66.06%)
[2025-11-22T01:21:44.620712] [INFO ] [FORECASTER] Completed predict_future for BBW
[2025-11-22T01:21:44.771537] [INFO ] [FORECASTER] Starting predict_future for BBY
[2025-11-22T01:21:44.772483] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:44.772512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:44.772570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:44.837018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:44.837730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:44.837815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:44.837848] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:44.944106] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:44.944263] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:44.944306] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:44.944340] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:44.947663] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: UP (p=98.90%)
[2025-11-22T01:21:44.947949] [INFO ] [FORECASTER] Completed predict_future for BBY
[2025-11-22T01:21:45.099727] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-11-22T01:21:45.100594] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:45.100621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:45.100698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:45.164694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:45.165351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:45.165437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:45.165470] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:45.257206] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:45.257359] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:45.257400] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:45.257428] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:45.261205] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=1.24%)
[2025-11-22T01:21:45.261506] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-11-22T01:21:45.412913] [INFO ] [FORECASTER] Starting predict_future for BCAT
[2025-11-22T01:21:45.413787] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:45.413814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:45.413869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:45.477840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:45.478434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:45.478538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:45.478572] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:45.583547] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:45.583744] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:45.583787] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:45.583816] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:45.587405] [DEBUG] [FORECASTER] BCAT: Forecast T+1@11:T+2@11: UP (p=88.73%)
[2025-11-22T01:21:45.587728] [INFO ] [FORECASTER] Completed predict_future for BCAT
[2025-11-22T01:21:45.742355] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-11-22T01:21:45.743223] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:45.743250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:45.743307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:45.807692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:45.808354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:45.808441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:45.808474] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:45.904390] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:45.904532] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:45.904792] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:45.904822] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:45.908257] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=31.97%)
[2025-11-22T01:21:45.908534] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-11-22T01:21:46.060234] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-11-22T01:21:46.061101] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:46.061128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:46.061186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:46.125485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:46.126352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:46.126437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:46.126471] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:46.225635] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:46.225818] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:46.225858] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:46.225888] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:46.229356] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=1.81%)
[2025-11-22T01:21:46.229669] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-11-22T01:21:46.381550] [INFO ] [FORECASTER] Starting predict_future for BCH
[2025-11-22T01:21:46.382399] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:46.382426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:46.382482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:46.446767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:46.447778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:46.447863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:46.447897] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:46.559726] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:46.559887] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:46.559926] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:46.559955] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:46.563251] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: UP (p=99.01%)
[2025-11-22T01:21:46.563553] [INFO ] [FORECASTER] Completed predict_future for BCH
[2025-11-22T01:21:46.714822] [INFO ] [FORECASTER] Starting predict_future for BCO
[2025-11-22T01:21:46.715665] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:46.715696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:46.715753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:46.780004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:46.780687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:46.780768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:46.780801] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:46.880789] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:46.880933] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:46.880972] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:46.881000] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:46.884208] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=2.37%)
[2025-11-22T01:21:46.884478] [INFO ] [FORECASTER] Completed predict_future for BCO
[2025-11-22T01:21:47.034227] [INFO ] [FORECASTER] Starting predict_future for BCS
[2025-11-22T01:21:47.035081] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:47.035108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:47.035165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:47.099674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:47.100275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:47.100356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:47.100388] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:47.197355] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:47.197502] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:47.197541] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:47.197569] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:47.200820] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=77.26%)
[2025-11-22T01:21:47.201093] [INFO ] [FORECASTER] Completed predict_future for BCS
[2025-11-22T01:21:47.350242] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-11-22T01:21:47.351121] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:47.351151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:47.351207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:47.415398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:47.416068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:47.416183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:47.416217] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:47.514467] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:47.514667] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:47.514711] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:47.514740] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:47.518130] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: UP (p=88.86%)
[2025-11-22T01:21:47.518411] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-11-22T01:21:47.669678] [INFO ] [FORECASTER] Starting predict_future for BCX
[2025-11-22T01:21:47.670520] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:47.670547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:47.670604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:47.735158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:47.736028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:47.736115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:47.736168] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:47.836869] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:47.837057] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:47.837098] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:47.837127] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:47.840406] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: DOWN (p=48.83%)
[2025-11-22T01:21:47.840778] [INFO ] [FORECASTER] Completed predict_future for BCX
[2025-11-22T01:21:47.989818] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2025-11-22T01:21:47.990687] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:47.990717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:47.990774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:48.055438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:48.056037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:48.056116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:48.056149] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:48.152003] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:48.152123] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:48.152159] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:48.152188] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:48.155287] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2025-11-22T01:21:48.155557] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2025-11-22T01:21:48.305363] [INFO ] [FORECASTER] Starting predict_future for BDN
[2025-11-22T01:21:48.306243] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:48.306270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:48.306325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:48.371124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:48.371731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:48.371812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:48.371845] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:48.470948] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:48.471083] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:48.471121] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:48.471151] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:48.474350] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: UP (p=71.66%)
[2025-11-22T01:21:48.474623] [INFO ] [FORECASTER] Completed predict_future for BDN
[2025-11-22T01:21:48.630377] [INFO ] [FORECASTER] Starting predict_future for BDX
[2025-11-22T01:21:48.631257] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:48.631286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:48.631345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:48.700689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:48.701341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:48.701427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:48.701462] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:48.806111] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:48.806275] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:48.806317] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:48.806348] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:48.809915] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: UP (p=72.64%)
[2025-11-22T01:21:48.810204] [INFO ] [FORECASTER] Completed predict_future for BDX
[2025-11-22T01:21:48.967335] [INFO ] [FORECASTER] Starting predict_future for BE
[2025-11-22T01:21:48.968282] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:48.968314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:48.968371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:49.037597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:49.038284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:49.038368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:49.038403] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:49.140609] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:49.140768] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:49.140809] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:49.140838] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:49.144229] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: DOWN (p=33.57%)
[2025-11-22T01:21:49.144510] [INFO ] [FORECASTER] Completed predict_future for BE
[2025-11-22T01:21:49.302861] [INFO ] [FORECASTER] Starting predict_future for BEP
[2025-11-22T01:21:49.303730] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:49.303758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:49.303816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:49.367913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:49.368576] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:49.368675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:49.368712] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:49.469819] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:49.469956] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:49.469994] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:49.470024] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:49.473594] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: UP (p=98.21%)
[2025-11-22T01:21:49.473887] [INFO ] [FORECASTER] Completed predict_future for BEP
[2025-11-22T01:21:49.626616] [INFO ] [FORECASTER] Starting predict_future for BEPC
[2025-11-22T01:21:49.627515] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:49.627545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:49.627601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:49.692754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:49.693326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:49.693405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:49.693438] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:49.787682] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:49.787814] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:49.787852] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:49.787880] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:49.791081] [DEBUG] [FORECASTER] BEPC: Forecast T+1@11:T+2@11: DOWN (p=35.62%)
[2025-11-22T01:21:49.791350] [INFO ] [FORECASTER] Completed predict_future for BEPC
[2025-11-22T01:21:49.941790] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2025-11-22T01:21:49.942663] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:49.942695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:49.942752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:50.008598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:50.009231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:50.009311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:50.009344] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:50.107522] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:50.107796] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:50.107843] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:50.107874] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:50.111859] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: UP (p=88.43%)
[2025-11-22T01:21:50.112170] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2025-11-22T01:21:50.281873] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-11-22T01:21:50.282846] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:50.282875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:50.282933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:50.355801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:50.356710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:50.356799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:50.356835] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:50.456822] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:50.457002] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:50.457076] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:50.457109] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:50.460744] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: DOWN (p=7.28%)
[2025-11-22T01:21:50.461065] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-11-22T01:21:50.616095] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2025-11-22T01:21:50.616942] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:50.616969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:50.617048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:50.680829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:50.681430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:50.681510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:50.681542] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:50.780710] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:50.780876] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:50.780915] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:50.780980] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:50.786043] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: UP (p=99.48%)
[2025-11-22T01:21:50.786315] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2025-11-22T01:21:50.939984] [INFO ] [FORECASTER] Starting predict_future for BFH
[2025-11-22T01:21:50.940995] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:50.941022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:50.941079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:51.005171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:51.005809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:51.005889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:51.005922] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:51.104180] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:51.104316] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:51.104353] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:51.104383] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:51.107633] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=6.70%)
[2025-11-22T01:21:51.107924] [INFO ] [FORECASTER] Completed predict_future for BFH
[2025-11-22T01:21:51.255734] [INFO ] [FORECASTER] Starting predict_future for BFK
[2025-11-22T01:21:51.256569] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:51.256597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:51.256674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:51.321320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:51.321982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:51.322064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:51.322099] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:51.420658] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:51.420796] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:51.420835] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:51.420866] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:51.424070] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: UP (p=97.23%)
[2025-11-22T01:21:51.424341] [INFO ] [FORECASTER] Completed predict_future for BFK
[2025-11-22T01:21:51.577933] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2025-11-22T01:21:51.578785] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:51.578813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:51.578869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:51.643284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:51.643892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:51.643970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:51.644003] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:51.752786] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:51.752889] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:51.752923] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:51.752952] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:51.755968] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: UP (p=94.30%)
[2025-11-22T01:21:51.756228] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2025-11-22T01:21:51.906398] [INFO ] [FORECASTER] Starting predict_future for BFZ
[2025-11-22T01:21:51.907278] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:51.907306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:51.907362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:51.971868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:51.972449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:51.972528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:51.972561] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:52.069396] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:52.069522] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:52.069559] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:52.069588] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:52.072746] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: DOWN (p=6.89%)
[2025-11-22T01:21:52.073018] [INFO ] [FORECASTER] Completed predict_future for BFZ
[2025-11-22T01:21:52.220388] [INFO ] [FORECASTER] Starting predict_future for BG
[2025-11-22T01:21:52.221265] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:52.221292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:52.221348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:52.286054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:52.286632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:52.286734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:52.286768] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:52.389301] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:52.389453] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:52.389491] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:52.389520] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:52.393131] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: UP (p=80.34%)
[2025-11-22T01:21:52.393401] [INFO ] [FORECASTER] Completed predict_future for BG
[2025-11-22T01:21:52.544689] [INFO ] [FORECASTER] Starting predict_future for BGB
[2025-11-22T01:21:52.545528] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:52.545555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:52.545612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:52.611193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:52.611870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:52.611952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:52.611985] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:52.703283] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:52.703404] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:52.703440] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:52.703468] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:52.706562] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: DOWN (p=27.80%)
[2025-11-22T01:21:52.706848] [INFO ] [FORECASTER] Completed predict_future for BGB
[2025-11-22T01:21:52.856891] [INFO ] [FORECASTER] Starting predict_future for BGH
[2025-11-22T01:21:52.857753] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:52.857781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:52.857837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:52.923039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:52.923637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:52.923737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:52.923799] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:53.014561] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:53.014712] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:53.014751] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:53.014780] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:53.017944] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: UP (p=78.71%)
[2025-11-22T01:21:53.018215] [INFO ] [FORECASTER] Completed predict_future for BGH
[2025-11-22T01:21:53.171452] [INFO ] [FORECASTER] Starting predict_future for BGS
[2025-11-22T01:21:53.172293] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:53.172320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:53.172377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:53.237469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:53.238394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:53.238480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:53.238514] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:53.336560] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:53.336743] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:53.336785] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:53.336814] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:53.340113] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: UP (p=81.87%)
[2025-11-22T01:21:53.340387] [INFO ] [FORECASTER] Completed predict_future for BGS
[2025-11-22T01:21:53.492510] [INFO ] [FORECASTER] Starting predict_future for BGX
[2025-11-22T01:21:53.493397] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:53.493436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:53.493494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:53.557485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:53.558114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:53.558195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:53.558229] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:53.652049] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:53.652210] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:53.652250] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:53.652280] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:53.655826] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: DOWN (p=7.87%)
[2025-11-22T01:21:53.656106] [INFO ] [FORECASTER] Completed predict_future for BGX
[2025-11-22T01:21:53.804324] [INFO ] [FORECASTER] Starting predict_future for BGY
[2025-11-22T01:21:53.805231] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:53.805258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:53.805315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:53.869361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:53.870010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:53.870092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:53.870124] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:53.965447] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:53.965616] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:53.965677] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:53.965707] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:53.969048] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: UP (p=98.47%)
[2025-11-22T01:21:53.969332] [INFO ] [FORECASTER] Completed predict_future for BGY
[2025-11-22T01:21:54.118825] [INFO ] [FORECASTER] Starting predict_future for BH
[2025-11-22T01:21:54.119694] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:54.119721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:54.119777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:54.184762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:54.185439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:54.185520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:54.185553] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:54.280808] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:54.280932] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:54.280968] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:54.280996] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:54.284117] [DEBUG] [FORECASTER] BH: Forecast T+1@11:T+2@11: DOWN (p=34.99%)
[2025-11-22T01:21:54.284385] [INFO ] [FORECASTER] Completed predict_future for BH
[2025-11-22T01:21:54.435896] [INFO ] [FORECASTER] Starting predict_future for BHC
[2025-11-22T01:21:54.436752] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:54.436781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:54.436838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:54.500991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:54.501600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:54.501705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:54.501741] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:54.596885] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:54.597054] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:54.597116] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:54.597145] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:54.600409] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: DOWN (p=43.11%)
[2025-11-22T01:21:54.600698] [INFO ] [FORECASTER] Completed predict_future for BHC
[2025-11-22T01:21:54.751535] [INFO ] [FORECASTER] Starting predict_future for BHK
[2025-11-22T01:21:54.752405] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:54.752435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:54.752493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:54.818239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:54.818899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:54.818977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:54.819011] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:54.942524] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:54.942712] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:54.942755] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:54.942786] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:54.946109] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: UP (p=63.01%)
[2025-11-22T01:21:54.946399] [INFO ] [FORECASTER] Completed predict_future for BHK
[2025-11-22T01:21:55.107173] [INFO ] [FORECASTER] Starting predict_future for BHP
[2025-11-22T01:21:55.108523] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:55.108576] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:55.108706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:55.192453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:55.193683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:55.193800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:55.193859] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:55.341207] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:55.341418] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:55.341489] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:55.341543] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:55.346851] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: DOWN (p=3.47%)
[2025-11-22T01:21:55.347379] [INFO ] [FORECASTER] Completed predict_future for BHP
[2025-11-22T01:21:55.571126] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2025-11-22T01:21:55.572435] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:55.572483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:55.572579] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:55.668546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:55.669734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:55.669846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:55.669891] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:55.812293] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:55.812503] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:55.812554] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:55.812590] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:55.816477] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: UP (p=88.44%)
[2025-11-22T01:21:55.816962] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2025-11-22T01:21:56.009368] [INFO ] [FORECASTER] Starting predict_future for BIO
[2025-11-22T01:21:56.010266] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:56.010295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:56.010357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:56.078556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:56.079633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:56.079741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:56.079776] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:56.170915] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:56.171078] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:56.171118] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:56.171149] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:56.174460] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: DOWN (p=36.57%)
[2025-11-22T01:21:56.174763] [INFO ] [FORECASTER] Completed predict_future for BIO
[2025-11-22T01:21:56.327613] [INFO ] [FORECASTER] Starting predict_future for BIP
[2025-11-22T01:21:56.328474] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:56.328501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:56.328558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:56.393797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:56.394689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:56.394780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:56.394814] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:56.491855] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:56.492011] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:56.492050] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:56.492112] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:56.496904] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: DOWN (p=33.76%)
[2025-11-22T01:21:56.497205] [INFO ] [FORECASTER] Completed predict_future for BIP
[2025-11-22T01:21:56.649232] [INFO ] [FORECASTER] Starting predict_future for BIPC
[2025-11-22T01:21:56.650105] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:56.650132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:56.650189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:56.715094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:56.715728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:56.715811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:56.715845] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:56.805951] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:56.806091] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:56.806129] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:56.806158] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:56.809369] [DEBUG] [FORECASTER] BIPC: Forecast T+1@11:T+2@11: UP (p=61.66%)
[2025-11-22T01:21:56.809655] [INFO ] [FORECASTER] Completed predict_future for BIPC
[2025-11-22T01:21:56.961306] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-11-22T01:21:56.962150] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:56.962177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:56.962236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:57.026282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:57.026911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:57.026993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:57.027047] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:57.111602] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:57.111777] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:57.111820] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:57.111870] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:57.115169] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: UP (p=99.48%)
[2025-11-22T01:21:57.115445] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-11-22T01:21:57.266883] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2025-11-22T01:21:57.267771] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:57.267798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:57.267855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:57.333544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:57.334165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:57.334246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:57.334279] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:57.427003] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:57.427171] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:57.427213] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:57.427243] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:57.430585] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: UP (p=94.59%)
[2025-11-22T01:21:57.430883] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2025-11-22T01:21:57.583380] [INFO ] [FORECASTER] Starting predict_future for BIT
[2025-11-22T01:21:57.584223] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:57.584250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:57.584307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:57.649964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:57.650560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:57.650665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:57.650705] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:57.766228] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:57.766345] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:57.766385] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:57.766413] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:57.769750] [DEBUG] [FORECASTER] BIT: Forecast T+1@11:T+2@11: UP (p=88.30%)
[2025-11-22T01:21:57.770022] [INFO ] [FORECASTER] Completed predict_future for BIT
[2025-11-22T01:21:57.921103] [INFO ] [FORECASTER] Starting predict_future for BK
[2025-11-22T01:21:57.921951] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:57.921979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:57.922037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:57.986327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:57.986963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:57.987060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:57.987097] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:58.085843] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:58.085977] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:58.086014] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:58.086043] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:58.089286] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: UP (p=94.07%)
[2025-11-22T01:21:58.089568] [INFO ] [FORECASTER] Completed predict_future for BK
[2025-11-22T01:21:58.241275] [INFO ] [FORECASTER] Starting predict_future for BKD
[2025-11-22T01:21:58.242143] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:58.242172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:58.242230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:58.306494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:58.307112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:58.307191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:58.307223] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:58.395674] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:58.395822] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:58.395861] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:58.395890] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:58.399158] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: UP (p=64.21%)
[2025-11-22T01:21:58.399432] [INFO ] [FORECASTER] Completed predict_future for BKD
[2025-11-22T01:21:58.550191] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-11-22T01:21:58.551043] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:58.551070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:58.551127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:58.615601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:58.616301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:58.616384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:58.616444] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:58.716140] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:58.716288] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:58.716326] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:58.716354] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:58.719619] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: DOWN (p=12.10%)
[2025-11-22T01:21:58.719910] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-11-22T01:21:58.872126] [INFO ] [FORECASTER] Starting predict_future for BKKT
[2025-11-22T01:21:58.873005] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:58.873033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:58.873092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:58.937782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:58.938444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:58.938526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:58.938563] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:59.038076] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:59.038230] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:59.038269] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:59.038298] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:59.041606] [DEBUG] [FORECASTER] BKKT: Forecast T+1@11:T+2@11: UP (p=86.37%)
[2025-11-22T01:21:59.041907] [INFO ] [FORECASTER] Completed predict_future for BKKT
[2025-11-22T01:21:59.193168] [INFO ] [FORECASTER] Starting predict_future for BKN
[2025-11-22T01:21:59.194034] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:59.194062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:59.194124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:59.258335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:59.258951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:59.259029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:59.259064] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:59.361037] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:59.361193] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:59.361232] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:59.361295] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:59.364515] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: UP (p=67.33%)
[2025-11-22T01:21:59.364808] [INFO ] [FORECASTER] Completed predict_future for BKN
[2025-11-22T01:21:59.514733] [INFO ] [FORECASTER] Starting predict_future for BKT
[2025-11-22T01:21:59.515596] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:59.515626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:59.515714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:59.580701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:59.581295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:59.581374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:59.581408] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:59.678546] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:59.678727] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:59.678767] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:59.678796] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:59.682021] [DEBUG] [FORECASTER] BKT: Forecast T+1@11:T+2@11: UP (p=67.82%)
[2025-11-22T01:21:59.682294] [INFO ] [FORECASTER] Completed predict_future for BKT
[2025-11-22T01:21:59.832717] [INFO ] [FORECASTER] Starting predict_future for BKU
[2025-11-22T01:21:59.833540] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:21:59.833567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:21:59.833623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:21:59.897902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:21:59.898490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:21:59.898569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:21:59.898603] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:21:59.994562] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:21:59.994730] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:21:59.994771] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:21:59.994800] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:21:59.998023] [DEBUG] [FORECASTER] BKU: Forecast T+1@11:T+2@11: DOWN (p=23.23%)
[2025-11-22T01:21:59.998300] [INFO ] [FORECASTER] Completed predict_future for BKU
[2025-11-22T01:22:00.147993] [INFO ] [FORECASTER] Starting predict_future for BLD
[2025-11-22T01:22:00.148839] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:00.148868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:00.148924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:00.214218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:00.214830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:00.214907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:00.214941] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:00.330811] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:00.330952] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:00.330991] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:00.331019] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:00.334296] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: DOWN (p=18.71%)
[2025-11-22T01:22:00.334569] [INFO ] [FORECASTER] Completed predict_future for BLD
[2025-11-22T01:22:00.486151] [INFO ] [FORECASTER] Starting predict_future for BLDR
[2025-11-22T01:22:00.487001] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:00.487042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:00.487102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:00.551937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:00.552560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:00.552658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:00.552698] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:00.653773] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:00.653918] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:00.653956] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:00.653985] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:00.657240] [DEBUG] [FORECASTER] BLDR: Forecast T+1@11:T+2@11: UP (p=98.34%)
[2025-11-22T01:22:00.657516] [INFO ] [FORECASTER] Completed predict_future for BLDR
[2025-11-22T01:22:00.819021] [INFO ] [FORECASTER] Starting predict_future for BLE
[2025-11-22T01:22:00.820178] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:00.820215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:00.820286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:00.896137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:00.896983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:00.897093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:00.897129] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:01.553625] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:01.553802] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:01.553843] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:01.553872] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:01.557281] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: UP (p=80.09%)
[2025-11-22T01:22:01.557561] [INFO ] [FORECASTER] Completed predict_future for BLE
[2025-11-22T01:22:01.740423] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-11-22T01:22:01.741293] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:01.741320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:01.741377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:01.806099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:01.807019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:01.807126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:01.807161] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:01.938793] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:01.938964] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:01.939005] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:01.939034] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:01.942830] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: UP (p=75.19%)
[2025-11-22T01:22:01.943111] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-11-22T01:22:02.094901] [INFO ] [FORECASTER] Starting predict_future for BLND
[2025-11-22T01:22:02.095857] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:02.095885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:02.095947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:02.162990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:02.163967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:02.164063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:02.164101] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:02.296209] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:02.296387] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:02.296439] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:02.296472] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:02.300591] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: DOWN (p=24.68%)
[2025-11-22T01:22:02.300954] [INFO ] [FORECASTER] Completed predict_future for BLND
[2025-11-22T01:22:02.461676] [INFO ] [FORECASTER] Starting predict_future for BLW
[2025-11-22T01:22:02.462530] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:02.462558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:02.462616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:02.530484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:02.531355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:02.531443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:02.531477] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:02.638956] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:02.639116] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:02.639155] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:02.639537] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:02.643034] [DEBUG] [FORECASTER] BLW: Forecast T+1@11:T+2@11: UP (p=93.81%)
[2025-11-22T01:22:02.643309] [INFO ] [FORECASTER] Completed predict_future for BLW
[2025-11-22T01:22:02.797997] [INFO ] [FORECASTER] Starting predict_future for BLX
[2025-11-22T01:22:02.798905] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:02.798935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:02.798991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:02.866395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:02.867319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:02.867413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:02.867449] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:02.983766] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:02.983956] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:02.984000] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:02.984032] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:02.988541] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: UP (p=96.05%)
[2025-11-22T01:22:02.988977] [INFO ] [FORECASTER] Completed predict_future for BLX
[2025-11-22T01:22:03.158938] [INFO ] [FORECASTER] Starting predict_future for BME
[2025-11-22T01:22:03.159842] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:03.159870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:03.159927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:03.225545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:03.226374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:03.226464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:03.226499] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:03.324677] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:03.324852] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:03.324894] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:03.324922] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:03.328289] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: UP (p=66.40%)
[2025-11-22T01:22:03.328565] [INFO ] [FORECASTER] Completed predict_future for BME
[2025-11-22T01:22:03.485260] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2025-11-22T01:22:03.486125] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:03.486152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:03.486211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:03.551165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:03.551813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:03.551908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:03.551945] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:03.650993] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:03.651171] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:03.651214] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:03.651243] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:03.654600] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: UP (p=98.51%)
[2025-11-22T01:22:03.654911] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2025-11-22T01:22:03.807354] [INFO ] [FORECASTER] Starting predict_future for BMI
[2025-11-22T01:22:03.808202] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:03.808229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:03.808286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:03.889816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:03.890698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:03.890795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:03.890831] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:04.002015] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:04.002217] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:04.002260] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:04.002290] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:04.005858] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: UP (p=58.99%)
[2025-11-22T01:22:04.006138] [INFO ] [FORECASTER] Completed predict_future for BMI
[2025-11-22T01:22:04.162539] [INFO ] [FORECASTER] Starting predict_future for BMN
[2025-11-22T01:22:04.163395] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:04.163423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:04.163480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:04.229586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:04.230327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:04.230411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:04.230444] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:04.326755] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:04.326922] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:04.326962] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:04.326991] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:04.330289] [DEBUG] [FORECASTER] BMN: Forecast T+1@11:T+2@11: DOWN (p=49.53%)
[2025-11-22T01:22:04.330573] [INFO ] [FORECASTER] Completed predict_future for BMN
[2025-11-22T01:22:04.481678] [INFO ] [FORECASTER] Starting predict_future for BMY
[2025-11-22T01:22:04.482514] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:04.482541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:04.482598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:04.549418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:04.550215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:04.550297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:04.550331] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:04.687199] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:04.687345] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:04.687385] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:04.687414] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:04.690789] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: UP (p=51.70%)
[2025-11-22T01:22:04.691089] [INFO ] [FORECASTER] Completed predict_future for BMY
[2025-11-22T01:22:04.848211] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-11-22T01:22:04.849062] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:04.849091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:04.849148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:04.914280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:04.915014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:04.915096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:04.915163] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:05.016943] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:05.017135] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:05.017178] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:05.017208] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:05.020720] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: UP (p=65.07%)
[2025-11-22T01:22:05.021017] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-11-22T01:22:05.172874] [INFO ] [FORECASTER] Starting predict_future for BNED
[2025-11-22T01:22:05.173767] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:05.173796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:05.173854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:05.238289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:05.238911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:05.238992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:05.239025] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:05.339397] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:05.339572] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:05.339614] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:05.339666] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:05.343103] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: DOWN (p=15.87%)
[2025-11-22T01:22:05.343407] [INFO ] [FORECASTER] Completed predict_future for BNED
[2025-11-22T01:22:05.500552] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-11-22T01:22:05.501519] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:05.501547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:05.501603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:05.570610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:05.571550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:05.571673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:05.571717] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:05.674669] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:05.674857] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:05.674905] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:05.674936] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:05.681265] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: DOWN (p=4.53%)
[2025-11-22T01:22:05.681582] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-11-22T01:22:05.836133] [INFO ] [FORECASTER] Starting predict_future for BNL
[2025-11-22T01:22:05.836985] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:05.837014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:05.837096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:05.903268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:05.904060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:05.904146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:05.904199] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:06.002936] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:06.003105] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:06.003145] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:06.003173] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:06.006479] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: DOWN (p=6.92%)
[2025-11-22T01:22:06.006779] [INFO ] [FORECASTER] Completed predict_future for BNL
[2025-11-22T01:22:06.169199] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-11-22T01:22:06.170049] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:06.170077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:06.170134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:06.236375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:06.237170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:06.237256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:06.237291] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:06.335788] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:06.335949] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:06.335989] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:06.336017] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:06.339383] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: UP (p=67.38%)
[2025-11-22T01:22:06.339672] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-11-22T01:22:06.492449] [INFO ] [FORECASTER] Starting predict_future for BNY
[2025-11-22T01:22:06.493323] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:06.493353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:06.493411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:06.560721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:06.561481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:06.561568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:06.561604] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:06.657558] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:06.657741] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:06.657784] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:06.657813] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:06.661199] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: UP (p=59.11%)
[2025-11-22T01:22:06.661481] [INFO ] [FORECASTER] Completed predict_future for BNY
[2025-11-22T01:22:06.819739] [INFO ] [FORECASTER] Starting predict_future for BOC
[2025-11-22T01:22:06.820578] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:06.820607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:06.820683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:06.889909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:06.890754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:06.890838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:06.890872] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:06.992465] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:06.992629] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:06.992690] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:06.992722] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:06.995984] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: UP (p=76.21%)
[2025-11-22T01:22:06.996256] [INFO ] [FORECASTER] Completed predict_future for BOC
[2025-11-22T01:22:07.149667] [INFO ] [FORECASTER] Starting predict_future for BOE
[2025-11-22T01:22:07.150514] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:07.150544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:07.150602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:07.216760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:07.217379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:07.217459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:07.217492] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:07.320405] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:07.320568] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:07.320608] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:07.320654] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:07.323888] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: UP (p=89.16%)
[2025-11-22T01:22:07.324163] [INFO ] [FORECASTER] Completed predict_future for BOE
[2025-11-22T01:22:07.476378] [INFO ] [FORECASTER] Starting predict_future for BOH
[2025-11-22T01:22:07.477288] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:07.477315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:07.477370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:07.542530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:07.543351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:07.543436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:07.543469] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:07.643633] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:07.643843] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:07.643886] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:07.643917] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:07.647344] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: UP (p=80.51%)
[2025-11-22T01:22:07.647629] [INFO ] [FORECASTER] Completed predict_future for BOH
[2025-11-22T01:22:07.803798] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-11-22T01:22:07.804680] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:07.804711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:07.804768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:07.874328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:07.875177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:07.875265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:07.875299] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:07.977572] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:07.977757] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:07.977799] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:07.977828] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:07.981123] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=70.30%)
[2025-11-22T01:22:07.981399] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-11-22T01:22:08.134787] [INFO ] [FORECASTER] Starting predict_future for BOOT
[2025-11-22T01:22:08.135629] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:08.135680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:08.135739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:08.200491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:08.201183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:08.201267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:08.201301] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:08.303107] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:08.303263] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:08.303301] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:08.303374] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:08.308277] [DEBUG] [FORECASTER] BOOT: Forecast T+1@11:T+2@11: DOWN (p=15.17%)
[2025-11-22T01:22:08.308557] [INFO ] [FORECASTER] Completed predict_future for BOOT
[2025-11-22T01:22:08.461251] [INFO ] [FORECASTER] Starting predict_future for BR
[2025-11-22T01:22:08.462166] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:08.462206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:08.462268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:08.536075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:08.537078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:08.537167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:08.537200] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:08.640210] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:08.640365] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:08.640405] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:08.640435] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:08.643928] [DEBUG] [FORECASTER] BR: Forecast T+1@11:T+2@11: UP (p=69.36%)
[2025-11-22T01:22:08.644218] [INFO ] [FORECASTER] Completed predict_future for BR
[2025-11-22T01:22:08.801985] [INFO ] [FORECASTER] Starting predict_future for BRBR
[2025-11-22T01:22:08.802884] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:08.802913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:08.802971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:08.872589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:08.873357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:08.873442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:08.873478] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:08.969722] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:08.969890] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:08.969930] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:08.969963] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:08.973535] [DEBUG] [FORECASTER] BRBR: Forecast T+1@11:T+2@11: UP (p=68.11%)
[2025-11-22T01:22:08.973879] [INFO ] [FORECASTER] Completed predict_future for BRBR
[2025-11-22T01:22:09.137695] [INFO ] [FORECASTER] Starting predict_future for BRC
[2025-11-22T01:22:09.138544] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:09.138573] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:09.138631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:09.207149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:09.208042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:09.208133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:09.208169] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:09.300181] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:09.300350] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:09.300391] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:09.300421] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:09.303906] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: DOWN (p=3.90%)
[2025-11-22T01:22:09.304192] [INFO ] [FORECASTER] Completed predict_future for BRC
[2025-11-22T01:22:09.464685] [INFO ] [FORECASTER] Starting predict_future for BROS
[2025-11-22T01:22:09.465533] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:09.465561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:09.465618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:09.534753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:09.535621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:09.535728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:09.535764] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:09.636629] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:09.636823] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:09.636865] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:09.636896] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:09.640447] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-11-22T01:22:09.640927] [INFO ] [FORECASTER] Completed predict_future for BROS
[2025-11-22T01:22:09.797814] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2025-11-22T01:22:09.798690] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:09.798720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:09.798778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:09.866939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:09.867760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:09.867851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:09.867888] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:09.970137] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:09.970299] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:09.970342] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:09.970373] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:09.973846] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: UP (p=66.72%)
[2025-11-22T01:22:09.974145] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2025-11-22T01:22:10.128945] [INFO ] [FORECASTER] Starting predict_future for BRT
[2025-11-22T01:22:10.129818] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:10.129846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:10.129904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:10.193927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:10.194592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:10.194694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:10.194730] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:10.295579] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:10.295743] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:10.295784] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:10.295817] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:10.299141] [DEBUG] [FORECASTER] BRT: Forecast T+1@11:T+2@11: DOWN (p=23.68%)
[2025-11-22T01:22:10.299417] [INFO ] [FORECASTER] Completed predict_future for BRT
[2025-11-22T01:22:10.452666] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2025-11-22T01:22:10.453529] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:10.453557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:10.453613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:10.517928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:10.518550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:10.518688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:10.518726] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:10.656295] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:10.656463] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:10.656506] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:10.656534] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:10.659895] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: DOWN (p=38.07%)
[2025-11-22T01:22:10.660170] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2025-11-22T01:22:10.811112] [INFO ] [FORECASTER] Starting predict_future for BSBR
[2025-11-22T01:22:10.811976] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:10.812003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:10.812060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:10.876682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:10.877325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:10.877405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:10.877438] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:10.972622] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:10.972809] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:10.972851] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:10.972882] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:10.976215] [DEBUG] [FORECASTER] BSBR: Forecast T+1@11:T+2@11: UP (p=60.91%)
[2025-11-22T01:22:10.976490] [INFO ] [FORECASTER] Completed predict_future for BSBR
[2025-11-22T01:22:11.129377] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-11-22T01:22:11.130225] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:11.130253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:11.130310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:11.195071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:11.195944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:11.196033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:11.196068] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:11.292056] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:11.292221] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:11.292260] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:11.292290] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:11.295569] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: UP (p=85.59%)
[2025-11-22T01:22:11.295866] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-11-22T01:22:11.456687] [INFO ] [FORECASTER] Starting predict_future for BSM
[2025-11-22T01:22:11.457580] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:11.457608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:11.457703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:11.522984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:11.523788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:11.523872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:11.523905] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:11.621513] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:11.621732] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:11.621773] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:11.621812] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:11.625064] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: DOWN (p=2.73%)
[2025-11-22T01:22:11.625336] [INFO ] [FORECASTER] Completed predict_future for BSM
[2025-11-22T01:22:11.783161] [INFO ] [FORECASTER] Starting predict_future for BST
[2025-11-22T01:22:11.784005] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:11.784064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:11.784125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:11.849428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:11.850035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:11.850114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:11.850147] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:11.949479] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:11.949675] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:11.949717] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:11.949747] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:11.953040] [DEBUG] [FORECASTER] BST: Forecast T+1@11:T+2@11: DOWN (p=47.00%)
[2025-11-22T01:22:11.953320] [INFO ] [FORECASTER] Completed predict_future for BST
[2025-11-22T01:22:12.105928] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-11-22T01:22:12.106770] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:12.106799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:12.106856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:12.171042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:12.171765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:12.171848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:12.171882] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:12.289242] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:12.289423] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:12.289467] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:12.289500] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:12.293322] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: UP (p=67.64%)
[2025-11-22T01:22:12.293625] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-11-22T01:22:12.453926] [INFO ] [FORECASTER] Starting predict_future for BTA
[2025-11-22T01:22:12.454789] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:12.454817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:12.454874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:12.519879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:12.520738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:12.520825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:12.520859] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:12.642495] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:12.642712] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:12.642771] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:12.642823] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:12.647544] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: UP (p=81.49%)
[2025-11-22T01:22:12.647940] [INFO ] [FORECASTER] Completed predict_future for BTA
[2025-11-22T01:22:12.812259] [INFO ] [FORECASTER] Starting predict_future for BTE
[2025-11-22T01:22:12.813178] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:12.813208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:12.813265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:12.878090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:12.878998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:12.879091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:12.879124] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:12.984707] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:12.984890] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:12.984954] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:12.984985] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:12.988327] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: DOWN (p=14.29%)
[2025-11-22T01:22:12.988605] [INFO ] [FORECASTER] Completed predict_future for BTE
[2025-11-22T01:22:13.139408] [INFO ] [FORECASTER] Starting predict_future for BTI
[2025-11-22T01:22:13.140278] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:13.140305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:13.140361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:13.206568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:13.207520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:13.207608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:13.207661] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:13.312210] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:13.312389] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:13.312432] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:13.312462] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:13.315818] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: DOWN (p=14.74%)
[2025-11-22T01:22:13.316100] [INFO ] [FORECASTER] Completed predict_future for BTI
[2025-11-22T01:22:13.472122] [INFO ] [FORECASTER] Starting predict_future for BTO
[2025-11-22T01:22:13.473172] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:13.473218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:13.473302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:13.541969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:13.542683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:13.542770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:13.542805] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:13.645909] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:13.646091] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:13.646134] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:13.646164] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:13.650074] [DEBUG] [FORECASTER] BTO: Forecast T+1@11:T+2@11: UP (p=73.67%)
[2025-11-22T01:22:13.650394] [INFO ] [FORECASTER] Completed predict_future for BTO
[2025-11-22T01:22:13.810290] [INFO ] [FORECASTER] Starting predict_future for BTT
[2025-11-22T01:22:13.811200] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:13.811243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:13.811310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:13.880005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:13.880830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:13.880958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:13.881003] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:13.986085] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:13.986294] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:13.986340] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:13.986370] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:13.991340] [DEBUG] [FORECASTER] BTT: Forecast T+1@11:T+2@11: UP (p=94.68%)
[2025-11-22T01:22:13.991666] [INFO ] [FORECASTER] Completed predict_future for BTT
[2025-11-22T01:22:14.166450] [INFO ] [FORECASTER] Starting predict_future for BTU
[2025-11-22T01:22:14.167346] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:14.167372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:14.167445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:14.232803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:14.233407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:14.233489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:14.233522] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:14.339381] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:14.339538] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:14.339578] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:14.339606] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:14.342881] [DEBUG] [FORECASTER] BTU: Forecast T+1@11:T+2@11: DOWN (p=39.72%)
[2025-11-22T01:22:14.343163] [INFO ] [FORECASTER] Completed predict_future for BTU
[2025-11-22T01:22:14.494561] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-11-22T01:22:14.495402] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:14.495429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:14.495487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:14.560204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:14.560884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:14.560965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:14.560999] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:14.658498] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:14.658699] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:14.658741] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:14.658770] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:14.662080] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: DOWN (p=30.48%)
[2025-11-22T01:22:14.662358] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-11-22T01:22:14.813271] [INFO ] [FORECASTER] Starting predict_future for BUI
[2025-11-22T01:22:14.814110] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:14.814137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:14.814194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:14.878956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:14.879835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:14.879921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:14.879956] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:14.979960] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:14.980125] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:14.980167] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:14.980197] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:14.983474] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: UP (p=61.66%)
[2025-11-22T01:22:14.983770] [INFO ] [FORECASTER] Completed predict_future for BUI
[2025-11-22T01:22:15.135163] [INFO ] [FORECASTER] Starting predict_future for BUR
[2025-11-22T01:22:15.136060] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:15.136088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:15.136146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:15.202904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:15.203780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:15.203869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:15.203904] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:15.327562] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:15.327755] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:15.327805] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:15.327858] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:15.331739] [DEBUG] [FORECASTER] BUR: Forecast T+1@11:T+2@11: DOWN (p=0.83%)
[2025-11-22T01:22:15.332040] [INFO ] [FORECASTER] Completed predict_future for BUR
[2025-11-22T01:22:15.485605] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2025-11-22T01:22:15.486484] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:15.486513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:15.486571] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:15.553234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:15.553904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:15.553988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:15.554024] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:15.669132] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:15.669309] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:15.669353] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:15.669386] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:15.673356] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: DOWN (p=45.54%)
[2025-11-22T01:22:15.673680] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2025-11-22T01:22:15.833616] [INFO ] [FORECASTER] Starting predict_future for BV
[2025-11-22T01:22:15.834567] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:15.834596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:15.834680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:15.901572] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:15.902450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:15.902543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:15.902578] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:16.008280] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:16.008445] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:16.008486] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:16.008516] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:16.011862] [DEBUG] [FORECASTER] BV: Forecast T+1@11:T+2@11: UP (p=71.33%)
[2025-11-22T01:22:16.012174] [INFO ] [FORECASTER] Completed predict_future for BV
[2025-11-22T01:22:16.165349] [INFO ] [FORECASTER] Starting predict_future for BVN
[2025-11-22T01:22:16.166248] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:16.166276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:16.166335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:16.234974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:16.235808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:16.235893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:16.235927] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:16.344076] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:16.344253] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:16.344295] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:16.344324] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:16.347701] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: UP (p=54.70%)
[2025-11-22T01:22:16.347997] [INFO ] [FORECASTER] Completed predict_future for BVN
[2025-11-22T01:22:16.499232] [INFO ] [FORECASTER] Starting predict_future for BW
[2025-11-22T01:22:16.500096] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:16.500124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:16.500180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:16.565128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:16.565986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:16.566081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:16.566114] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:16.666058] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:16.666227] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:16.666267] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:16.666297] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:16.669603] [DEBUG] [FORECASTER] BW: Forecast T+1@11:T+2@11: UP (p=69.22%)
[2025-11-22T01:22:16.669893] [INFO ] [FORECASTER] Completed predict_future for BW
[2025-11-22T01:22:16.820401] [INFO ] [FORECASTER] Starting predict_future for BWA
[2025-11-22T01:22:16.821260] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:16.821287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:16.821343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:16.886731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:16.887334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:16.887412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:16.887445] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:16.986918] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:16.987108] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:16.987149] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:16.987179] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:16.990506] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: UP (p=94.31%)
[2025-11-22T01:22:16.990813] [INFO ] [FORECASTER] Completed predict_future for BWA
[2025-11-22T01:22:17.140958] [INFO ] [FORECASTER] Starting predict_future for BWMX
[2025-11-22T01:22:17.141834] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:17.141864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:17.141923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:17.206696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:17.207573] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:17.207682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:17.207719] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:17.308372] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:17.308540] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:17.308580] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:17.308609] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:17.311929] [DEBUG] [FORECASTER] BWMX: Forecast T+1@11:T+2@11: DOWN (p=27.86%)
[2025-11-22T01:22:17.312203] [INFO ] [FORECASTER] Completed predict_future for BWMX
[2025-11-22T01:22:17.463070] [INFO ] [FORECASTER] Starting predict_future for BWNB
[2025-11-22T01:22:17.463973] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:17.464003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:17.464062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:17.531177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:17.532067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:17.532158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:17.532194] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:17.633545] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:17.633714] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:17.633756] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:17.633805] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:17.640255] [DEBUG] [FORECASTER] BWNB: Forecast T+1@11:T+2@11: UP (p=80.48%)
[2025-11-22T01:22:17.640535] [INFO ] [FORECASTER] Completed predict_future for BWNB
[2025-11-22T01:22:17.793603] [INFO ] [FORECASTER] Starting predict_future for BWSN
[2025-11-22T01:22:17.794496] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:17.794525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:17.794584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:17.861329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:17.862022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:17.862101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:17.862133] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:17.979718] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:17.979899] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:17.979944] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:17.979976] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:17.983853] [DEBUG] [FORECASTER] BWSN: Forecast T+1@11:T+2@11: DOWN (p=1.68%)
[2025-11-22T01:22:17.984164] [INFO ] [FORECASTER] Completed predict_future for BWSN
[2025-11-22T01:22:18.261856] [INFO ] [FORECASTER] Starting predict_future for BWXT
[2025-11-22T01:22:18.262784] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:18.262814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:18.262873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:18.329799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:18.330401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:18.330483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:18.330518] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:18.455739] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:18.455911] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:18.455955] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:18.455988] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:18.459920] [DEBUG] [FORECASTER] BWXT: Forecast T+1@11:T+2@11: UP (p=90.26%)
[2025-11-22T01:22:18.460226] [INFO ] [FORECASTER] Completed predict_future for BWXT
[2025-11-22T01:22:18.621232] [INFO ] [FORECASTER] Starting predict_future for BX
[2025-11-22T01:22:18.622099] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:18.622154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:18.622213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:18.688074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:18.689015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:18.689117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:18.689162] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:18.812287] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:18.812461] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:18.812504] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:18.812537] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:18.816511] [DEBUG] [FORECASTER] BX: Forecast T+1@11:T+2@11: UP (p=75.38%)
[2025-11-22T01:22:18.816862] [INFO ] [FORECASTER] Completed predict_future for BX
[2025-11-22T01:22:18.983699] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-11-22T01:22:18.984563] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:18.984592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:18.984674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:19.051487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:19.052380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:19.052468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:19.052504] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:19.182216] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:19.182411] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:19.182456] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:19.182489] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:19.186386] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: UP (p=83.67%)
[2025-11-22T01:22:19.186709] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-11-22T01:22:19.344871] [INFO ] [FORECASTER] Starting predict_future for BXMT
[2025-11-22T01:22:19.345793] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:19.345829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:19.345888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:19.412870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:19.413501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:19.413588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:19.413623] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:19.519019] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:19.519185] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:19.519227] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:19.519257] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:19.522571] [DEBUG] [FORECASTER] BXMT: Forecast T+1@11:T+2@11: DOWN (p=2.69%)
[2025-11-22T01:22:19.522865] [INFO ] [FORECASTER] Completed predict_future for BXMT
[2025-11-22T01:22:19.674571] [INFO ] [FORECASTER] Starting predict_future for BXP
[2025-11-22T01:22:19.675410] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:19.675437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:19.675495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:19.740656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:19.741504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:19.741591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:19.741626] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:19.865964] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:19.866109] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:19.866149] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:19.866178] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:19.869468] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: DOWN (p=32.54%)
[2025-11-22T01:22:19.870133] [INFO ] [FORECASTER] Completed predict_future for BXP
[2025-11-22T01:22:20.021577] [INFO ] [FORECASTER] Starting predict_future for BY
[2025-11-22T01:22:20.022444] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:20.022472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:20.022529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:20.087413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:20.088184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:20.088266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:20.088300] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:20.189630] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:20.189827] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:20.189867] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:20.189897] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:20.193214] [DEBUG] [FORECASTER] BY: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2025-11-22T01:22:20.193513] [INFO ] [FORECASTER] Completed predict_future for BY
[2025-11-22T01:22:20.344538] [INFO ] [FORECASTER] Starting predict_future for BYD
[2025-11-22T01:22:20.345398] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:20.345425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:20.345481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:20.410299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:20.410932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:20.411012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:20.411045] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:20.510135] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:20.510292] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:20.510331] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:20.510360] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:20.513661] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: UP (p=91.46%)
[2025-11-22T01:22:20.513940] [INFO ] [FORECASTER] Completed predict_future for BYD
[2025-11-22T01:22:20.664654] [INFO ] [FORECASTER] Starting predict_future for BYM
[2025-11-22T01:22:20.665471] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:20.665498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:20.665555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:20.733421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:20.734105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:20.734184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:20.734217] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:20.830707] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:20.830855] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:20.830893] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:20.830922] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:20.834130] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: DOWN (p=37.93%)
[2025-11-22T01:22:20.834403] [INFO ] [FORECASTER] Completed predict_future for BYM
[2025-11-22T01:22:20.984473] [INFO ] [FORECASTER] Starting predict_future for BZH
[2025-11-22T01:22:20.985352] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:20.985380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:20.985437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:21.050112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:21.050786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:21.050866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:21.050900] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:21.155286] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:21.155435] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:21.155473] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:21.155502] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:21.158770] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: UP (p=94.28%)
[2025-11-22T01:22:21.159043] [INFO ] [FORECASTER] Completed predict_future for BZH
[2025-11-22T01:22:21.309847] [INFO ] [FORECASTER] Starting predict_future for CABO
[2025-11-22T01:22:21.310686] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:21.310716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:21.310781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:21.375903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:21.376586] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:21.376702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:21.376740] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:21.474922] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:21.475086] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:21.475126] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:21.475154] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:21.478453] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: DOWN (p=22.68%)
[2025-11-22T01:22:21.478745] [INFO ] [FORECASTER] Completed predict_future for CABO
[2025-11-22T01:22:21.629723] [INFO ] [FORECASTER] Starting predict_future for CADE
[2025-11-22T01:22:21.630531] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:21.630558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:21.630615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:21.695522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:21.696224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:21.696305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:21.696340] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:21.801365] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:21.801524] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:21.801562] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:21.801590] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:21.804895] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: DOWN (p=3.84%)
[2025-11-22T01:22:21.805169] [INFO ] [FORECASTER] Completed predict_future for CADE
[2025-11-22T01:22:21.955764] [INFO ] [FORECASTER] Starting predict_future for CAF
[2025-11-22T01:22:21.956579] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:21.956606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:21.956691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:22.021422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:22.022088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:22.022169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:22.022202] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:22.120462] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:22.120876] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:22.120918] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:22.120947] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:22.124410] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: UP (p=76.85%)
[2025-11-22T01:22:22.124707] [INFO ] [FORECASTER] Completed predict_future for CAF
[2025-11-22T01:22:22.278741] [INFO ] [FORECASTER] Starting predict_future for CAG
[2025-11-22T01:22:22.279557] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:22.279585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:22.279661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:22.348362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:22.349401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:22.349494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:22.349531] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:22.457583] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:22.457769] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:22.457813] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:22.457844] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:22.461519] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: UP (p=60.94%)
[2025-11-22T01:22:22.461867] [INFO ] [FORECASTER] Completed predict_future for CAG
[2025-11-22T01:22:22.622168] [INFO ] [FORECASTER] Starting predict_future for CAH
[2025-11-22T01:22:22.623114] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:22.623148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:22.623207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:22.694882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:22.695891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:22.695983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:22.696019] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:22.827558] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:22.827733] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:22.827778] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:22.827811] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:22.831386] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: UP (p=77.26%)
[2025-11-22T01:22:22.831695] [INFO ] [FORECASTER] Completed predict_future for CAH
[2025-11-22T01:22:22.987171] [INFO ] [FORECASTER] Starting predict_future for CAL
[2025-11-22T01:22:22.988131] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:22.988159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:22.988216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:23.054215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:23.055118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:23.055206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:23.055240] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:23.150566] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:23.150752] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:23.150794] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:23.150824] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:23.154109] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: DOWN (p=47.88%)
[2025-11-22T01:22:23.154390] [INFO ] [FORECASTER] Completed predict_future for CAL
[2025-11-22T01:22:23.304239] [INFO ] [FORECASTER] Starting predict_future for CALX
[2025-11-22T01:22:23.305085] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:23.305112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:23.305169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:23.370213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:23.371065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:23.371150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:23.371184] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:23.468405] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:23.468565] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:23.468604] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:23.468634] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:23.471902] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: DOWN (p=33.23%)
[2025-11-22T01:22:23.472172] [INFO ] [FORECASTER] Completed predict_future for CALX
[2025-11-22T01:22:23.624353] [INFO ] [FORECASTER] Starting predict_future for CANG
[2025-11-22T01:22:23.625222] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:23.625249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:23.625306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:23.692041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:23.693068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:23.693152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:23.693203] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:23.787360] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:23.787513] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:23.787554] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:23.787582] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:23.790853] [DEBUG] [FORECASTER] CANG: Forecast T+1@11:T+2@11: UP (p=98.68%)
[2025-11-22T01:22:23.791146] [INFO ] [FORECASTER] Completed predict_future for CANG
[2025-11-22T01:22:23.952140] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2025-11-22T01:22:23.953237] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:23.953274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:23.953356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:24.029180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:24.030100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:24.030187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:24.030222] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:24.125568] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:24.125747] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:24.125788] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:24.125818] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:24.129174] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: UP (p=72.41%)
[2025-11-22T01:22:24.129474] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2025-11-22T01:22:24.283698] [INFO ] [FORECASTER] Starting predict_future for CARS
[2025-11-22T01:22:24.284543] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:24.284571] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:24.284681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:24.350356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:24.351188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:24.351273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:24.351307] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:24.453378] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:24.453523] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:24.453562] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:24.453591] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:24.456832] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: DOWN (p=18.36%)
[2025-11-22T01:22:24.457161] [INFO ] [FORECASTER] Completed predict_future for CARS
[2025-11-22T01:22:24.609585] [INFO ] [FORECASTER] Starting predict_future for CAT
[2025-11-22T01:22:24.610438] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:24.610466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:24.610523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:24.674824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:24.675480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:24.675563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:24.675596] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:24.782125] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:24.782295] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:24.782337] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:24.782366] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:24.785742] [DEBUG] [FORECASTER] CAT: Forecast T+1@11:T+2@11: UP (p=79.22%)
[2025-11-22T01:22:24.786019] [INFO ] [FORECASTER] Completed predict_future for CAT
[2025-11-22T01:22:24.936508] [INFO ] [FORECASTER] Starting predict_future for CATO
[2025-11-22T01:22:24.937380] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:24.937407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:24.937469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:25.001827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:25.002624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:25.002729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:25.002765] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:25.103941] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:25.104100] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:25.104141] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:25.104171] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:25.107487] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: DOWN (p=10.08%)
[2025-11-22T01:22:25.107795] [INFO ] [FORECASTER] Completed predict_future for CATO
[2025-11-22T01:22:25.258667] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2025-11-22T01:22:25.259516] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:25.259543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:25.259600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:25.324468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:25.325099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:25.325179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:25.325219] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:25.426140] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:25.426285] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:25.426324] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:25.426353] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:25.429702] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: UP (p=95.75%)
[2025-11-22T01:22:25.430008] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2025-11-22T01:22:25.582085] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2025-11-22T01:22:25.582940] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:25.582967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:25.583023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:25.648206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:25.648870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:25.648950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:25.648983] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:25.746795] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:25.746968] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:25.747008] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:25.747050] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:25.750447] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: DOWN (p=0.60%)
[2025-11-22T01:22:25.750769] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2025-11-22T01:22:25.907340] [INFO ] [FORECASTER] Starting predict_future for CBL
[2025-11-22T01:22:25.908242] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:25.908269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:25.908325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:25.973004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:25.973685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:25.973768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:25.973803] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:26.073685] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:26.073864] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:26.073919] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:26.073965] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:26.078088] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: DOWN (p=18.42%)
[2025-11-22T01:22:26.078394] [INFO ] [FORECASTER] Completed predict_future for CBL
[2025-11-22T01:22:26.233686] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2025-11-22T01:22:26.234557] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:26.234583] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:26.234658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:26.301359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:26.302046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:26.302134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:26.302169] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:26.407655] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:26.407817] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:26.407865] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:26.407902] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:26.411724] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: DOWN (p=14.44%)
[2025-11-22T01:22:26.412016] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2025-11-22T01:22:26.608883] [INFO ] [FORECASTER] Starting predict_future for CBU
[2025-11-22T01:22:26.609751] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:26.609779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:26.609837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:26.676603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:26.677393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:26.677477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:26.677513] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:26.772685] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:26.772851] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:26.772892] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:26.772922] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:26.776230] [DEBUG] [FORECASTER] CBU: Forecast T+1@11:T+2@11: DOWN (p=39.82%)
[2025-11-22T01:22:26.776534] [INFO ] [FORECASTER] Completed predict_future for CBU
[2025-11-22T01:22:26.933556] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2025-11-22T01:22:26.934427] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:26.934455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:26.934512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:27.000717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:27.001384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:27.001478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:27.001516] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:27.095855] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:27.095995] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:27.096033] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:27.096062] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:27.099369] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: UP (p=95.48%)
[2025-11-22T01:22:27.099663] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2025-11-22T01:22:27.260190] [INFO ] [FORECASTER] Starting predict_future for CCI
[2025-11-22T01:22:27.261047] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:27.261074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:27.261131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:27.326690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:27.327401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:27.327485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:27.327520] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:27.421250] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:27.421411] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:27.421449] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:27.421478] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:27.424842] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: UP (p=97.40%)
[2025-11-22T01:22:27.425114] [INFO ] [FORECASTER] Completed predict_future for CCI
[2025-11-22T01:22:27.575554] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2025-11-22T01:22:27.576438] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:27.576467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:27.576524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:27.644337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:27.645082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:27.645170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:27.645206] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:27.741404] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:27.741541] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:27.741578] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:27.741607] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:27.744797] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: UP (p=58.95%)
[2025-11-22T01:22:27.745066] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2025-11-22T01:22:27.896945] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2025-11-22T01:22:27.897895] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:27.897922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:27.897985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:27.963989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:27.964905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:27.964992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:27.965028] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:28.061087] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:28.061257] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:28.061300] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:28.061331] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:28.064726] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: DOWN (p=12.27%)
[2025-11-22T01:22:28.065010] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2025-11-22T01:22:28.216349] [INFO ] [FORECASTER] Starting predict_future for CCL
[2025-11-22T01:22:28.217229] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:28.217257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:28.217314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:28.281904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:28.282514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:28.282594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:28.282628] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:28.370805] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:28.370964] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:28.371005] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:28.371035] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:28.374322] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: UP (p=86.04%)
[2025-11-22T01:22:28.374597] [INFO ] [FORECASTER] Completed predict_future for CCL
[2025-11-22T01:22:28.527728] [INFO ] [FORECASTER] Starting predict_future for CCO
[2025-11-22T01:22:28.528550] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:28.528577] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:28.528635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:28.593561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:28.594170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:28.594250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:28.594284] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:28.693107] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:28.693248] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:28.693286] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:28.693315] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:28.696510] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: DOWN (p=2.32%)
[2025-11-22T01:22:28.696805] [INFO ] [FORECASTER] Completed predict_future for CCO
[2025-11-22T01:22:28.845781] [INFO ] [FORECASTER] Starting predict_future for CCS
[2025-11-22T01:22:28.846725] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:28.846752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:28.846815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:28.911323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:28.911980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:28.912061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:28.912094] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:29.018332] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:29.018506] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:29.018549] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:29.018582] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:29.021898] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: DOWN (p=12.14%)
[2025-11-22T01:22:29.022172] [INFO ] [FORECASTER] Completed predict_future for CCS
[2025-11-22T01:22:29.170944] [INFO ] [FORECASTER] Starting predict_future for CCU
[2025-11-22T01:22:29.171789] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:29.171817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:29.171876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:29.236914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:29.237509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:29.237590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:29.237626] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:29.338533] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:29.338729] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:29.338783] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:29.338816] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:29.342272] [DEBUG] [FORECASTER] CCU: Forecast T+1@11:T+2@11: UP (p=90.95%)
[2025-11-22T01:22:29.342555] [INFO ] [FORECASTER] Completed predict_future for CCU
[2025-11-22T01:22:29.495790] [INFO ] [FORECASTER] Starting predict_future for CDE
[2025-11-22T01:22:29.496775] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:29.496804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:29.496872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:29.564542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:29.565527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:29.565628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:29.565688] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:29.672376] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:29.672560] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:29.672601] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:29.672629] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:29.676011] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: UP (p=98.20%)
[2025-11-22T01:22:29.676297] [INFO ] [FORECASTER] Completed predict_future for CDE
[2025-11-22T01:22:29.828439] [INFO ] [FORECASTER] Starting predict_future for CDP
[2025-11-22T01:22:29.829323] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:29.829356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:29.829457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:29.894219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:29.895133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:29.895222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:29.895256] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:29.997764] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:29.997941] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:29.997981] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:29.998010] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:30.001394] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: DOWN (p=21.15%)
[2025-11-22T01:22:30.001706] [INFO ] [FORECASTER] Completed predict_future for CDP
[2025-11-22T01:22:30.156955] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2025-11-22T01:22:30.157859] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:30.157885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:30.157940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:30.224827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:30.225585] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:30.225699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:30.225738] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:30.325201] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:30.325369] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:30.325407] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:30.325436] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:30.328754] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: UP (p=56.66%)
[2025-11-22T01:22:30.329037] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2025-11-22T01:22:30.480865] [INFO ] [FORECASTER] Starting predict_future for CE
[2025-11-22T01:22:30.481719] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:30.481746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:30.481812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:30.546564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:30.547292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:30.547380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:30.547413] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:30.651133] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:30.651303] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:30.651361] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:30.651393] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:30.654716] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: DOWN (p=19.46%)
[2025-11-22T01:22:30.654998] [INFO ] [FORECASTER] Completed predict_future for CE
[2025-11-22T01:22:30.807606] [INFO ] [FORECASTER] Starting predict_future for CEE
[2025-11-22T01:22:30.808466] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:30.808493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:30.808549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:30.874332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:30.874977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:30.875067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:30.875100] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:30.995122] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:30.995300] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:30.995343] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:30.995372] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:30.998901] [DEBUG] [FORECASTER] CEE: Forecast T+1@11:T+2@11: DOWN (p=2.49%)
[2025-11-22T01:22:30.999216] [INFO ] [FORECASTER] Completed predict_future for CEE
[2025-11-22T01:22:31.150544] [INFO ] [FORECASTER] Starting predict_future for CF
[2025-11-22T01:22:31.151423] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:31.151451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:31.151507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:31.216846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:31.217566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:31.217676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:31.217723] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:31.316681] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:31.316859] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:31.316900] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:31.316929] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:31.320263] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: UP (p=67.60%)
[2025-11-22T01:22:31.320540] [INFO ] [FORECASTER] Completed predict_future for CF
[2025-11-22T01:22:31.470296] [INFO ] [FORECASTER] Starting predict_future for CFG
[2025-11-22T01:22:31.471160] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:31.471188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:31.471244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:31.536106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:31.536812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:31.536894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:31.536928] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:31.640086] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:31.640252] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:31.640292] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:31.640321] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:31.643627] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: DOWN (p=11.27%)
[2025-11-22T01:22:31.643927] [INFO ] [FORECASTER] Completed predict_future for CFG
[2025-11-22T01:22:31.800430] [INFO ] [FORECASTER] Starting predict_future for CGV
[2025-11-22T01:22:31.801530] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:31.801573] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:31.801631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:31.869004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:31.869922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:31.870008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:31.870042] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:31.964358] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:31.964538] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:31.964579] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:31.964608] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:31.967959] [DEBUG] [FORECASTER] CGV: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2025-11-22T01:22:31.968239] [INFO ] [FORECASTER] Completed predict_future for CGV
[2025-11-22T01:22:32.121787] [INFO ] [FORECASTER] Starting predict_future for CHCT
[2025-11-22T01:22:32.122628] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:32.122689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:32.122749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:32.186634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:32.187584] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:32.187695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:32.187732] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:32.290359] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:32.290569] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:32.290610] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:32.290663] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:32.294002] [DEBUG] [FORECASTER] CHCT: Forecast T+1@11:T+2@11: UP (p=55.49%)
[2025-11-22T01:22:32.294294] [INFO ] [FORECASTER] Completed predict_future for CHCT
[2025-11-22T01:22:32.450888] [INFO ] [FORECASTER] Starting predict_future for CHD
[2025-11-22T01:22:32.451775] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:32.451803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:32.451859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:32.516790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:32.517782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:32.517872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:32.517906] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:32.622378] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:32.622556] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:32.622600] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:32.622629] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:32.625977] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: DOWN (p=48.56%)
[2025-11-22T01:22:32.626266] [INFO ] [FORECASTER] Completed predict_future for CHD
[2025-11-22T01:22:32.781083] [INFO ] [FORECASTER] Starting predict_future for CHE
[2025-11-22T01:22:32.781944] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:32.781972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:32.782030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:32.848482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:32.849376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:32.849468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:32.849504] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:32.952076] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:32.952253] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:32.952338] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:32.952373] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:32.955839] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: DOWN (p=3.07%)
[2025-11-22T01:22:32.956128] [INFO ] [FORECASTER] Completed predict_future for CHE
[2025-11-22T01:22:33.114313] [INFO ] [FORECASTER] Starting predict_future for CHGG
[2025-11-22T01:22:33.115167] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:33.115195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:33.115255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:33.184094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:33.185064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:33.185149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:33.185184] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:33.301929] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:33.302120] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:33.302163] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:33.302204] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:33.305753] [DEBUG] [FORECASTER] CHGG: Forecast T+1@11:T+2@11: DOWN (p=17.71%)
[2025-11-22T01:22:33.306074] [INFO ] [FORECASTER] Completed predict_future for CHGG
[2025-11-22T01:22:33.463711] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2025-11-22T01:22:33.464561] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:33.464589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:33.464665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:33.528815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:33.529505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:33.529585] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:33.529618] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:33.647204] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:33.647362] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:33.647403] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:33.647433] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:33.650731] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: DOWN (p=8.81%)
[2025-11-22T01:22:33.651007] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2025-11-22T01:22:33.802243] [INFO ] [FORECASTER] Starting predict_future for CHPT
[2025-11-22T01:22:33.803091] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:33.803118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:33.803179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:33.868269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:33.868929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:33.869009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:33.869043] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:34.020940] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:34.021109] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:34.021150] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:34.021180] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:34.024544] [DEBUG] [FORECASTER] CHPT: Forecast T+1@11:T+2@11: UP (p=56.48%)
[2025-11-22T01:22:34.024841] [INFO ] [FORECASTER] Completed predict_future for CHPT
[2025-11-22T01:22:34.177092] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2025-11-22T01:22:34.178118] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:34.178147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:34.178223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:34.243108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:34.243731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:34.243812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:34.243845] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:34.372877] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:34.373038] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:34.373079] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:34.373108] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:34.376572] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: UP (p=61.40%)
[2025-11-22T01:22:34.376880] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2025-11-22T01:22:34.529585] [INFO ] [FORECASTER] Starting predict_future for CI
[2025-11-22T01:22:34.530464] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:34.530499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:34.530569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:34.596330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:34.597222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:34.597311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:34.597346] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:34.723205] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:34.723417] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:34.723465] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:34.723495] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:34.726950] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: UP (p=98.16%)
[2025-11-22T01:22:34.727246] [INFO ] [FORECASTER] Completed predict_future for CI
[2025-11-22T01:22:34.878960] [INFO ] [FORECASTER] Starting predict_future for CIA
[2025-11-22T01:22:34.879931] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:34.879961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:34.880021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:34.948790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:34.949708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:34.949801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:34.949837] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:35.074336] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:35.074515] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:35.074557] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:35.074587] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:35.078075] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: UP (p=62.65%)
[2025-11-22T01:22:35.078357] [INFO ] [FORECASTER] Completed predict_future for CIA
[2025-11-22T01:22:35.232177] [INFO ] [FORECASTER] Starting predict_future for CIB
[2025-11-22T01:22:35.233045] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:35.233073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:35.233131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:35.298856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:35.299756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:35.299847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:35.299881] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:35.421157] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:35.421333] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:35.421375] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:35.421429] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:35.424775] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: DOWN (p=21.84%)
[2025-11-22T01:22:35.425050] [INFO ] [FORECASTER] Completed predict_future for CIB
[2025-11-22T01:22:35.578179] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2025-11-22T01:22:35.579104] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:35.579133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:35.579225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:35.649628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:35.650620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:35.650736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:35.650776] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:35.773064] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:35.773241] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:35.773282] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:35.773312] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:35.776788] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: DOWN (p=5.05%)
[2025-11-22T01:22:35.777097] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2025-11-22T01:22:35.936593] [INFO ] [FORECASTER] Starting predict_future for CIF
[2025-11-22T01:22:35.937479] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:35.937506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:35.937562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:36.001972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:36.002789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:36.002874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:36.002907] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:36.114144] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:36.114302] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:36.114341] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:36.114370] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:36.117721] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: UP (p=89.23%)
[2025-11-22T01:22:36.118000] [INFO ] [FORECASTER] Completed predict_future for CIF
[2025-11-22T01:22:36.277217] [INFO ] [FORECASTER] Starting predict_future for CIM
[2025-11-22T01:22:36.278169] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:36.278198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:36.278271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:36.345716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:36.346513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:36.346597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:36.346630] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:36.467438] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:36.467618] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:36.467679] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:36.467712] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:36.471127] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: DOWN (p=20.20%)
[2025-11-22T01:22:36.471411] [INFO ] [FORECASTER] Completed predict_future for CIM
[2025-11-22T01:22:36.625486] [INFO ] [FORECASTER] Starting predict_future for CIO
[2025-11-22T01:22:36.626423] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:36.626453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:36.626511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:36.691567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:36.692469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:36.692559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:36.692595] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:36.791597] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:36.791796] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:36.791839] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:36.791867] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:36.795292] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: DOWN (p=11.02%)
[2025-11-22T01:22:36.795624] [INFO ] [FORECASTER] Completed predict_future for CIO
[2025-11-22T01:22:36.952726] [INFO ] [FORECASTER] Starting predict_future for CION
[2025-11-22T01:22:36.953593] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:36.953620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:36.953704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:37.018299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:37.019187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:37.019276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:37.019310] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:37.139154] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:37.139337] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:37.139377] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:37.139406] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:37.142857] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: UP (p=89.72%)
[2025-11-22T01:22:37.143150] [INFO ] [FORECASTER] Completed predict_future for CION
[2025-11-22T01:22:37.298218] [INFO ] [FORECASTER] Starting predict_future for CIVI
[2025-11-22T01:22:37.299143] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:37.299171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:37.299227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:37.365150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:37.366099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:37.366187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:37.366220] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:37.489184] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:37.489358] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:37.489400] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:37.489430] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:37.492911] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: UP (p=88.20%)
[2025-11-22T01:22:37.493193] [INFO ] [FORECASTER] Completed predict_future for CIVI
[2025-11-22T01:22:37.645512] [INFO ] [FORECASTER] Starting predict_future for CL
[2025-11-22T01:22:37.646362] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:37.646397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:37.646473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:37.711592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:37.712325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:37.712409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:37.712448] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:37.838839] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:37.839024] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:37.839065] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:37.839116] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:37.843027] [DEBUG] [FORECASTER] CL: Forecast T+1@11:T+2@11: DOWN (p=19.38%)
[2025-11-22T01:22:37.843416] [INFO ] [FORECASTER] Completed predict_future for CL
[2025-11-22T01:22:38.002151] [INFO ] [FORECASTER] Starting predict_future for CLDT
[2025-11-22T01:22:38.003052] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:38.003081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:38.003138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:38.071374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:38.072323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:38.072412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:38.072448] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:38.193592] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:38.193791] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:38.193834] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:38.193863] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:38.197621] [DEBUG] [FORECASTER] CLDT: Forecast T+1@11:T+2@11: UP (p=74.87%)
[2025-11-22T01:22:38.197962] [INFO ] [FORECASTER] Completed predict_future for CLDT
[2025-11-22T01:22:38.358386] [INFO ] [FORECASTER] Starting predict_future for CLF
[2025-11-22T01:22:38.359255] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:38.359282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:38.359339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:38.425009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:38.425982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:38.426079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:38.426115] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:38.557334] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:38.557508] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:38.557548] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:38.557585] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:38.561209] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: UP (p=98.41%)
[2025-11-22T01:22:38.561515] [INFO ] [FORECASTER] Completed predict_future for CLF
[2025-11-22T01:22:38.744413] [INFO ] [FORECASTER] Starting predict_future for CLH
[2025-11-22T01:22:38.745328] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:38.745357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:38.745416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:38.813956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:38.814858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:38.814949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:38.814986] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:38.918054] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:38.918230] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:38.918273] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:38.918305] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:38.921768] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: DOWN (p=14.24%)
[2025-11-22T01:22:38.922049] [INFO ] [FORECASTER] Completed predict_future for CLH
[2025-11-22T01:22:39.092549] [INFO ] [FORECASTER] Starting predict_future for CLPR
[2025-11-22T01:22:39.093427] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:39.093454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:39.093511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:39.157605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:39.158570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:39.158675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:39.158713] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:39.259329] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:39.259508] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:39.259549] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:39.259579] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:39.262920] [DEBUG] [FORECASTER] CLPR: Forecast T+1@11:T+2@11: UP (p=99.76%)
[2025-11-22T01:22:39.263198] [INFO ] [FORECASTER] Completed predict_future for CLPR
[2025-11-22T01:22:39.421621] [INFO ] [FORECASTER] Starting predict_future for CLS
[2025-11-22T01:22:39.422511] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:39.422540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:39.422596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:39.488258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:39.489211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:39.489300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:39.489336] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:39.595158] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:39.595333] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:39.595374] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:39.595407] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:39.598854] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: UP (p=83.34%)
[2025-11-22T01:22:39.599154] [INFO ] [FORECASTER] Completed predict_future for CLS
[2025-11-22T01:22:39.752466] [INFO ] [FORECASTER] Starting predict_future for CLVT
[2025-11-22T01:22:39.753365] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:39.753393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:39.753451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:39.817919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:39.818801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:39.818903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:39.818949] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:39.914002] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:39.914174] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:39.914216] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:39.914247] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:39.917612] [DEBUG] [FORECASTER] CLVT: Forecast T+1@11:T+2@11: UP (p=68.90%)
[2025-11-22T01:22:39.917913] [INFO ] [FORECASTER] Completed predict_future for CLVT
[2025-11-22T01:22:40.078469] [INFO ] [FORECASTER] Starting predict_future for CLW
[2025-11-22T01:22:40.079828] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:40.079878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:40.079977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:40.161978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:40.162884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:40.162969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:40.163002] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:40.262052] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:40.262232] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:40.262274] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:40.262304] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:40.265718] [DEBUG] [FORECASTER] CLW: Forecast T+1@11:T+2@11: UP (p=96.17%)
[2025-11-22T01:22:40.266036] [INFO ] [FORECASTER] Completed predict_future for CLW
[2025-11-22T01:22:40.431211] [INFO ] [FORECASTER] Starting predict_future for CM
[2025-11-22T01:22:40.432127] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:40.432155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:40.432213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:40.498985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:40.499987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:40.500101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:40.500135] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:40.643887] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:40.644074] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:40.644118] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:40.644147] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:40.647801] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: UP (p=56.51%)
[2025-11-22T01:22:40.648186] [INFO ] [FORECASTER] Completed predict_future for CM
[2025-11-22T01:22:40.806255] [INFO ] [FORECASTER] Starting predict_future for CMA
[2025-11-22T01:22:40.807605] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:40.807637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:40.807787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:40.873194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:40.874067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:40.874152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:40.874186] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:41.017626] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:41.017788] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:41.017829] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:41.017857] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:41.021157] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: DOWN (p=6.16%)
[2025-11-22T01:22:41.021537] [INFO ] [FORECASTER] Completed predict_future for CMA
[2025-11-22T01:22:41.170771] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2025-11-22T01:22:41.171661] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:41.171694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:41.171752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:41.236562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:41.237305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:41.237389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:41.237423] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:41.326693] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:41.326848] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:41.326887] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:41.326915] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:41.330190] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: UP (p=92.68%)
[2025-11-22T01:22:41.330463] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2025-11-22T01:22:41.479369] [INFO ] [FORECASTER] Starting predict_future for CMG
[2025-11-22T01:22:41.480235] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:41.480262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:41.480353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:41.544291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:41.544930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:41.545044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:41.545079] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:41.670778] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:41.670934] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:41.670973] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:41.671003] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:41.674407] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: UP (p=98.81%)
[2025-11-22T01:22:41.674705] [INFO ] [FORECASTER] Completed predict_future for CMG
[2025-11-22T01:22:41.833046] [INFO ] [FORECASTER] Starting predict_future for CMP
[2025-11-22T01:22:41.833893] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:41.833921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:41.833976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:41.898091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:41.898775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:41.898858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:41.898891] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:42.019205] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:42.019366] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:42.019407] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:42.019437] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:42.022825] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: UP (p=74.64%)
[2025-11-22T01:22:42.023100] [INFO ] [FORECASTER] Completed predict_future for CMP
[2025-11-22T01:22:42.175976] [INFO ] [FORECASTER] Starting predict_future for CMPO
[2025-11-22T01:22:42.176834] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:42.176861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:42.176917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:42.242122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:42.242779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:42.242860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:42.242894] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:42.370709] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:42.370899] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:42.370940] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:42.370972] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:42.374401] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: UP (p=84.76%)
[2025-11-22T01:22:42.374696] [INFO ] [FORECASTER] Completed predict_future for CMPO
[2025-11-22T01:22:42.530335] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2025-11-22T01:22:42.531192] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:42.531219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:42.531275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:42.595934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:42.596856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:42.596947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:42.596981] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:42.719805] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:42.719975] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:42.720015] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:42.720044] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:42.723420] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: UP (p=95.99%)
[2025-11-22T01:22:42.724116] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2025-11-22T01:22:42.874880] [INFO ] [FORECASTER] Starting predict_future for CMS
[2025-11-22T01:22:42.875746] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:42.875774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:42.875835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:42.940297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:42.941135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:42.941222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:42.941256] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:43.093271] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:43.093441] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:43.093486] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:43.093515] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:43.096870] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: DOWN (p=3.21%)
[2025-11-22T01:22:43.097180] [INFO ] [FORECASTER] Completed predict_future for CMS
[2025-11-22T01:22:43.251260] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2025-11-22T01:22:43.252255] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:43.252283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:43.252341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:43.316294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:43.317207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:43.317294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:43.317328] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:43.413993] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:43.414167] [INFO ] [FORECASTER] Trained on 344 historical samples with 26 features
[2025-11-22T01:22:43.414207] [INFO ] [FORECASTER] Stored all 346 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:43.414237] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:43.417778] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: DOWN (p=23.23%)
[2025-11-22T01:22:43.418080] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2025-11-22T01:22:43.569863] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2025-11-22T01:22:43.570771] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:43.570799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:43.570856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:43.635877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:43.636761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:43.636847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:43.636881] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:43.736993] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:43.737189] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:43.737231] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:43.737260] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:43.740579] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: DOWN (p=33.19%)
[2025-11-22T01:22:43.740884] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2025-11-22T01:22:43.893910] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2025-11-22T01:22:43.894807] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:43.894834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:43.894890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:43.959250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:43.960140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:43.960226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:43.960278] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:44.095489] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:44.095695] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:44.095739] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:44.095768] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:44.099240] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: UP (p=87.32%)
[2025-11-22T01:22:44.099538] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2025-11-22T01:22:44.258844] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2025-11-22T01:22:44.259752] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:44.259780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:44.259838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:44.324488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:44.325365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:44.325452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:44.325487] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:44.453728] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:44.453929] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:44.453970] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:44.453998] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:44.457438] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: DOWN (p=23.69%)
[2025-11-22T01:22:44.457765] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2025-11-22T01:22:44.610379] [INFO ] [FORECASTER] Starting predict_future for CNC
[2025-11-22T01:22:44.611253] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:44.611280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:44.611337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:44.677983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:44.678902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:44.678994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:44.679029] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:44.778823] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:44.778993] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:44.779035] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:44.779065] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:44.782422] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: UP (p=77.63%)
[2025-11-22T01:22:44.782755] [INFO ] [FORECASTER] Completed predict_future for CNC
[2025-11-22T01:22:44.934085] [INFO ] [FORECASTER] Starting predict_future for CNF
[2025-11-22T01:22:44.934955] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:44.934982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:44.935041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:44.999924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:45.000861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:45.000962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:45.001011] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:45.123430] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:45.123606] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:45.123665] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:45.123699] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:45.127027] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: UP (p=94.33%)
[2025-11-22T01:22:45.127317] [INFO ] [FORECASTER] Completed predict_future for CNF
[2025-11-22T01:22:45.280981] [INFO ] [FORECASTER] Starting predict_future for CNI
[2025-11-22T01:22:45.281842] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:45.281869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:45.281926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:45.346733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:45.347690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:45.347781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:45.347816] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:45.472718] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:45.472897] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:45.472939] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:45.472971] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:45.476376] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: UP (p=86.15%)
[2025-11-22T01:22:45.476680] [INFO ] [FORECASTER] Completed predict_future for CNI
[2025-11-22T01:22:45.628549] [INFO ] [FORECASTER] Starting predict_future for CNO
[2025-11-22T01:22:45.629444] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:45.629473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:45.629532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:45.696902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:45.697743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:45.697840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:45.697888] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:45.801119] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:45.801294] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:45.801337] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:45.801369] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:45.805256] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: DOWN (p=38.87%)
[2025-11-22T01:22:45.805569] [INFO ] [FORECASTER] Completed predict_future for CNO
[2025-11-22T01:22:45.958232] [INFO ] [FORECASTER] Starting predict_future for CNP
[2025-11-22T01:22:45.959080] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:45.959108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:45.959171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:46.024146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:46.024980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:46.025065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:46.025099] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:46.150229] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:46.150399] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:46.150439] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:46.150468] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:46.153773] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: UP (p=72.73%)
[2025-11-22T01:22:46.154050] [INFO ] [FORECASTER] Completed predict_future for CNP
[2025-11-22T01:22:46.316054] [INFO ] [FORECASTER] Starting predict_future for CNS
[2025-11-22T01:22:46.316966] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:46.317004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:46.317110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:46.383539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:46.384430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:46.384516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:46.384550] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:46.489136] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:46.489318] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:46.489358] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:46.489388] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:46.493097] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: UP (p=87.95%)
[2025-11-22T01:22:46.493381] [INFO ] [FORECASTER] Completed predict_future for CNS
[2025-11-22T01:22:46.646357] [INFO ] [FORECASTER] Starting predict_future for CNX
[2025-11-22T01:22:46.647257] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:46.647283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:46.647339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:46.713202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:46.714086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:46.714170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:46.714205] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:46.820203] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:46.820383] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:46.820423] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:46.820453] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:46.824025] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: UP (p=66.62%)
[2025-11-22T01:22:46.824315] [INFO ] [FORECASTER] Completed predict_future for CNX
[2025-11-22T01:22:46.982716] [INFO ] [FORECASTER] Starting predict_future for CODI
[2025-11-22T01:22:46.983587] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:46.983617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:46.983703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:47.051346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:47.052287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:47.052381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:47.052415] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:47.165015] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:47.165411] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:47.165472] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:47.165523] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:47.169424] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: UP (p=63.85%)
[2025-11-22T01:22:47.169834] [INFO ] [FORECASTER] Completed predict_future for CODI
[2025-11-22T01:22:47.339806] [INFO ] [FORECASTER] Starting predict_future for COF
[2025-11-22T01:22:47.341112] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:47.341195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:47.341290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:47.444955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:47.446074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:47.446186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:47.446229] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:47.587768] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:47.587984] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:47.588050] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:47.588099] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:47.593419] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: UP (p=76.97%)
[2025-11-22T01:22:47.593947] [INFO ] [FORECASTER] Completed predict_future for COF
[2025-11-22T01:22:47.841718] [INFO ] [FORECASTER] Starting predict_future for COMP
[2025-11-22T01:22:47.843079] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:47.843119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:47.843204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:47.935988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:47.937272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:47.937392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:47.937433] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:48.076739] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:48.076951] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:48.077013] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:48.077094] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:48.082174] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=2.53%)
[2025-11-22T01:22:48.082677] [INFO ] [FORECASTER] Completed predict_future for COMP
[2025-11-22T01:22:48.279603] [INFO ] [FORECASTER] Starting predict_future for COP
[2025-11-22T01:22:48.280836] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:48.280876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:48.280959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:48.352286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:48.353177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:48.353263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:48.353298] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:48.455412] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:48.455579] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:48.455620] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:48.455674] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:48.459075] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: UP (p=58.03%)
[2025-11-22T01:22:48.459372] [INFO ] [FORECASTER] Completed predict_future for COP
[2025-11-22T01:22:48.615579] [INFO ] [FORECASTER] Starting predict_future for COR
[2025-11-22T01:22:48.616453] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:48.616480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:48.616537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:48.682770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:48.683670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:48.683763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:48.683798] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:48.783197] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:48.783366] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:48.783407] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:48.783437] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:48.786825] [DEBUG] [FORECASTER] COR: Forecast T+1@11:T+2@11: UP (p=92.50%)
[2025-11-22T01:22:48.787196] [INFO ] [FORECASTER] Completed predict_future for COR
[2025-11-22T01:22:48.940994] [INFO ] [FORECASTER] Starting predict_future for COUR
[2025-11-22T01:22:48.941857] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:48.941884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:48.941940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:49.006802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:49.007697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:49.007789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:49.007823] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:49.137321] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:49.137506] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:49.137565] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:49.137597] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:49.141012] [DEBUG] [FORECASTER] COUR: Forecast T+1@11:T+2@11: DOWN (p=48.87%)
[2025-11-22T01:22:49.141319] [INFO ] [FORECASTER] Completed predict_future for COUR
[2025-11-22T01:22:49.292551] [INFO ] [FORECASTER] Starting predict_future for CP
[2025-11-22T01:22:49.293397] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:49.293424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:49.293482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:49.358737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:49.359613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:49.359723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:49.359759] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:49.460850] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:49.461030] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:49.461070] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:49.461100] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:49.464464] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: UP (p=57.40%)
[2025-11-22T01:22:49.464780] [INFO ] [FORECASTER] Completed predict_future for CP
[2025-11-22T01:22:49.615771] [INFO ] [FORECASTER] Starting predict_future for CPA
[2025-11-22T01:22:49.616705] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:49.616733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:49.616795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:49.684048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:49.684984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:49.685075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:49.685111] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:49.787551] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:49.787743] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:49.787793] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:49.787830] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:49.791182] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: UP (p=96.95%)
[2025-11-22T01:22:49.791463] [INFO ] [FORECASTER] Completed predict_future for CPA
[2025-11-22T01:22:49.959110] [INFO ] [FORECASTER] Starting predict_future for CPF
[2025-11-22T01:22:49.960026] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:49.960053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:49.960109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:50.025572] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:50.026433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:50.026526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:50.026561] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:50.134170] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:50.134338] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:50.134379] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:50.134408] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:50.137912] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: UP (p=64.62%)
[2025-11-22T01:22:50.138201] [INFO ] [FORECASTER] Completed predict_future for CPF
[2025-11-22T01:22:50.293683] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2025-11-22T01:22:50.294570] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:50.294604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:50.294689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:50.361670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:50.362459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:50.362545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:50.362581] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:50.459841] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:50.460005] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:50.460046] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:50.460076] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:50.463565] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2025-11-22T01:22:50.463865] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2025-11-22T01:22:50.634114] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2025-11-22T01:22:50.635285] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:50.635326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:50.635412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:50.703963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:50.704952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:50.705039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:50.705073] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:50.813075] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:50.813257] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:50.813298] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:50.813328] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:50.816752] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: UP (p=98.20%)
[2025-11-22T01:22:50.817126] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2025-11-22T01:22:50.970008] [INFO ] [FORECASTER] Starting predict_future for CPS
[2025-11-22T01:22:50.970859] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:50.970887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:50.970945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:51.034794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:51.035487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:51.035572] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:51.035604] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:51.137959] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:51.138123] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:51.138162] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:51.138190] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:51.141483] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: DOWN (p=8.03%)
[2025-11-22T01:22:51.141783] [INFO ] [FORECASTER] Completed predict_future for CPS
[2025-11-22T01:22:51.292415] [INFO ] [FORECASTER] Starting predict_future for CQP
[2025-11-22T01:22:51.293319] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:51.293346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:51.293403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:51.357636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:51.358329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:51.358411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:51.358444] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:51.459761] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:51.459927] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:51.459987] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:51.460018] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:51.463328] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: UP (p=63.30%)
[2025-11-22T01:22:51.463607] [INFO ] [FORECASTER] Completed predict_future for CQP
[2025-11-22T01:22:51.616478] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2025-11-22T01:22:51.617404] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:51.617431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:51.617487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:51.683013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:51.683890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:51.683984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:51.684018] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:51.787654] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:51.787825] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:51.787873] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:51.787909] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:51.791250] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: UP (p=67.98%)
[2025-11-22T01:22:51.791529] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2025-11-22T01:22:51.941952] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2025-11-22T01:22:51.942801] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:51.942828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:51.942886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:52.006769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:52.007495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:52.007579] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:52.007613] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:52.132824] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:52.132941] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:52.132982] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:52.133011] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:52.136298] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: UP (p=62.66%)
[2025-11-22T01:22:52.136574] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2025-11-22T01:22:52.286668] [INFO ] [FORECASTER] Starting predict_future for CRH
[2025-11-22T01:22:52.287571] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:52.287598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:52.287674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:52.351284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:52.352000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:52.352084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:52.352119] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:52.458235] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:52.458409] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:52.458451] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:52.458480] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:52.461853] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: UP (p=83.54%)
[2025-11-22T01:22:52.462146] [INFO ] [FORECASTER] Completed predict_future for CRH
[2025-11-22T01:22:52.611956] [INFO ] [FORECASTER] Starting predict_future for CRK
[2025-11-22T01:22:52.612821] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:52.612854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:52.612927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:52.676639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:52.677435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:52.677521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:52.677553] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:52.784897] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:52.785071] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:52.785111] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:52.785140] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:52.788527] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: UP (p=86.69%)
[2025-11-22T01:22:52.788841] [INFO ] [FORECASTER] Completed predict_future for CRK
[2025-11-22T01:22:52.939573] [INFO ] [FORECASTER] Starting predict_future for CRM
[2025-11-22T01:22:52.940431] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:52.940460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:52.940517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:53.005061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:53.006011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:53.006096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:53.006131] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:53.129489] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:53.129621] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:53.129681] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:53.129712] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:53.133004] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: UP (p=74.44%)
[2025-11-22T01:22:53.133287] [INFO ] [FORECASTER] Completed predict_future for CRM
[2025-11-22T01:22:53.281817] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2025-11-22T01:22:53.282660] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:53.282690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:53.282778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:53.346935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:53.347549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:53.347631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:53.347684] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:53.445727] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:53.445908] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:53.445948] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:53.445978] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:53.449312] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: UP (p=88.56%)
[2025-11-22T01:22:53.449612] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2025-11-22T01:22:53.600916] [INFO ] [FORECASTER] Starting predict_future for CSL
[2025-11-22T01:22:53.601773] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:53.601801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:53.601868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:53.666157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:53.666801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:53.666880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:53.666913] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:53.762494] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:53.762670] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:53.762714] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:53.762764] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:53.766103] [DEBUG] [FORECASTER] CSL: Forecast T+1@11:T+2@11: UP (p=85.47%)
[2025-11-22T01:22:53.766388] [INFO ] [FORECASTER] Completed predict_future for CSL
[2025-11-22T01:22:53.916871] [INFO ] [FORECASTER] Starting predict_future for CSR
[2025-11-22T01:22:53.917741] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:53.917769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:53.917832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:53.983350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:53.984041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:53.984123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:53.984156] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:54.077936] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:54.078093] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:54.078133] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:54.078165] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:54.081528] [DEBUG] [FORECASTER] CSR: Forecast T+1@11:T+2@11: DOWN (p=41.48%)
[2025-11-22T01:22:54.081825] [INFO ] [FORECASTER] Completed predict_future for CSR
[2025-11-22T01:22:54.230937] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2025-11-22T01:22:54.231819] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:54.231846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:54.231904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:54.296541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:54.297194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:54.297277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:54.297312] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:54.387516] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:54.387693] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:54.387734] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:54.387763] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:54.391059] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: UP (p=67.01%)
[2025-11-22T01:22:54.391365] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2025-11-22T01:22:54.542527] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2025-11-22T01:22:54.543409] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:54.543437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:54.543496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:54.609312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:54.610192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:54.610280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:54.610315] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:54.702621] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:54.702798] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:54.702841] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:54.702874] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:54.706290] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: UP (p=99.26%)
[2025-11-22T01:22:54.706570] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2025-11-22T01:22:54.862409] [INFO ] [FORECASTER] Starting predict_future for CTO
[2025-11-22T01:22:54.863311] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:54.863340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:54.863398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:54.930952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:54.931639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:54.931739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:54.931773] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:55.027999] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:55.028148] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:55.028189] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:55.028218] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:55.031474] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: DOWN (p=43.10%)
[2025-11-22T01:22:55.031769] [INFO ] [FORECASTER] Completed predict_future for CTO
[2025-11-22T01:22:55.186909] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2025-11-22T01:22:55.187821] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:55.187849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:55.187911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:55.252925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:55.253784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:55.253870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:55.253904] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:55.353282] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:55.353443] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:55.353483] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:55.353512] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:55.356810] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: DOWN (p=12.99%)
[2025-11-22T01:22:55.357104] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2025-11-22T01:22:55.517348] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2025-11-22T01:22:55.518294] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:55.518321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:55.518379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:55.585424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:55.586353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:55.586443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:55.586478] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:55.682244] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:55.682419] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:55.682460] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:55.682491] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:55.686008] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: UP (p=54.92%)
[2025-11-22T01:22:55.686299] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2025-11-22T01:22:55.843059] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2025-11-22T01:22:55.843927] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:55.843954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:55.844011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:55.912206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:55.912896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:55.912978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:55.913012] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:56.008540] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:56.008707] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:56.008747] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:56.008793] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:56.012053] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: DOWN (p=35.07%)
[2025-11-22T01:22:56.012325] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2025-11-22T01:22:56.165911] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2025-11-22T01:22:56.166762] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:56.166790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:56.166847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:56.232178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:56.232928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:56.233016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:56.233053] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:56.330756] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:56.330901] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:56.330951] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:56.330990] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:56.334268] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: DOWN (p=4.22%)
[2025-11-22T01:22:56.334537] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2025-11-22T01:22:56.486967] [INFO ] [FORECASTER] Starting predict_future for CUK
[2025-11-22T01:22:56.487830] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:56.487857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:56.487914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:56.552532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:56.553187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:56.553268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:56.553301] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:56.651179] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:56.651319] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:56.651358] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:56.651388] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:56.654715] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: UP (p=85.87%)
[2025-11-22T01:22:56.654996] [INFO ] [FORECASTER] Completed predict_future for CUK
[2025-11-22T01:22:56.807413] [INFO ] [FORECASTER] Starting predict_future for CULP
[2025-11-22T01:22:56.808264] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:56.808291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:56.808348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:56.872938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:56.873534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:56.873614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:56.873666] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:56.965623] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:56.965868] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:56.965908] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:56.965941] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:56.969264] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=97.02%)
[2025-11-22T01:22:56.969537] [INFO ] [FORECASTER] Completed predict_future for CULP
[2025-11-22T01:22:57.120516] [INFO ] [FORECASTER] Starting predict_future for CURV
[2025-11-22T01:22:57.121381] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:57.121409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:57.121465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:57.186165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:57.186810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:57.186889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:57.186922] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:57.287894] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:57.288049] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:57.288088] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:57.288116] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:57.291335] [DEBUG] [FORECASTER] CURV: Forecast T+1@11:T+2@11: DOWN (p=36.16%)
[2025-11-22T01:22:57.291609] [INFO ] [FORECASTER] Completed predict_future for CURV
[2025-11-22T01:22:57.441123] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2025-11-22T01:22:57.441969] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:57.441997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:57.442054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:57.507267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:57.507895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:57.507977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:57.508014] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:57.605672] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:57.605819] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:57.605858] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:57.605887] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:57.609264] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: UP (p=98.63%)
[2025-11-22T01:22:57.609538] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2025-11-22T01:22:57.761564] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-11-22T01:22:57.762408] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:57.762435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:57.762492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:57.827394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:57.828017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:57.828111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:57.828144] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:57.926511] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:57.926686] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:57.926726] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:57.926755] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:57.930051] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: DOWN (p=35.43%)
[2025-11-22T01:22:57.930330] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-11-22T01:22:58.081568] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2025-11-22T01:22:58.082400] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:58.082427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:58.082484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:58.146958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:58.147684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:58.147766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:58.147800] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:58.254423] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:58.254586] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:58.254625] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:58.254675] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:58.258011] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: UP (p=94.97%)
[2025-11-22T01:22:58.258290] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2025-11-22T01:22:58.408557] [INFO ] [FORECASTER] Starting predict_future for CVI
[2025-11-22T01:22:58.409401] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:58.409429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:58.409486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:58.474753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:58.475427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:58.475507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:58.475541] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:58.574268] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:58.574415] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:58.574454] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:58.574484] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:58.577794] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-11-22T01:22:58.578077] [INFO ] [FORECASTER] Completed predict_future for CVI
[2025-11-22T01:22:58.728717] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2025-11-22T01:22:58.729542] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:58.729599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:58.729801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:58.795097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:58.795837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:58.795922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:58.795955] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:58.891526] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:58.891706] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:58.891749] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:58.891780] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:58.895152] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: UP (p=92.52%)
[2025-11-22T01:22:58.895439] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2025-11-22T01:22:59.054363] [INFO ] [FORECASTER] Starting predict_future for CVS
[2025-11-22T01:22:59.055221] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:59.055248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:59.055305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:59.121059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:59.121836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:59.121923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:59.121958] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:59.220722] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:59.220874] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:59.220912] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:59.220942] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:59.224165] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: UP (p=84.26%)
[2025-11-22T01:22:59.224436] [INFO ] [FORECASTER] Completed predict_future for CVS
[2025-11-22T01:22:59.377245] [INFO ] [FORECASTER] Starting predict_future for CVX
[2025-11-22T01:22:59.378096] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:59.378125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:59.378183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:59.443815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:59.444446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:59.444542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:59.444577] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:59.542604] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:59.542775] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:59.542814] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:59.542843] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:59.546110] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: UP (p=92.06%)
[2025-11-22T01:22:59.546387] [INFO ] [FORECASTER] Completed predict_future for CVX
[2025-11-22T01:22:59.698425] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2025-11-22T01:22:59.699556] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:22:59.699584] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:22:59.699671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:22:59.769239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:22:59.770145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:22:59.770234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:22:59.770270] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:22:59.872529] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:22:59.872725] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:22:59.872769] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:22:59.872800] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:22:59.876210] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: DOWN (p=8.75%)
[2025-11-22T01:22:59.877002] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2025-11-22T01:23:00.030221] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2025-11-22T01:23:00.031096] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:00.031125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:00.031183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:00.096614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:00.097553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:00.097668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:00.097711] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:00.203698] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:00.203894] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:00.203944] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:00.203978] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:00.207623] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: DOWN (p=34.74%)
[2025-11-22T01:23:00.207972] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2025-11-22T01:23:00.367745] [INFO ] [FORECASTER] Starting predict_future for CWH
[2025-11-22T01:23:00.368694] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:00.368729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:00.368789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:00.436898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:00.437794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:00.437902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:00.437951] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:00.551342] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:00.551533] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:00.551594] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:00.551639] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:00.555206] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: DOWN (p=20.19%)
[2025-11-22T01:23:00.555526] [INFO ] [FORECASTER] Completed predict_future for CWH
[2025-11-22T01:23:00.715777] [INFO ] [FORECASTER] Starting predict_future for CWK
[2025-11-22T01:23:00.716611] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:00.716656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:00.716717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:00.781173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:00.781980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:00.782068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:00.782102] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:01.562384] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:01.562543] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:01.562583] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:01.562613] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:01.565941] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: DOWN (p=32.83%)
[2025-11-22T01:23:01.566221] [INFO ] [FORECASTER] Completed predict_future for CWK
[2025-11-22T01:23:01.728490] [INFO ] [FORECASTER] Starting predict_future for CWT
[2025-11-22T01:23:01.729471] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:01.729501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:01.729561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:01.794789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:01.795732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:01.795819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:01.795853] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:01.919499] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:01.919695] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:01.919740] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:01.919769] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:01.923097] [DEBUG] [FORECASTER] CWT: Forecast T+1@11:T+2@11: DOWN (p=32.12%)
[2025-11-22T01:23:01.923380] [INFO ] [FORECASTER] Completed predict_future for CWT
[2025-11-22T01:23:02.085305] [INFO ] [FORECASTER] Starting predict_future for CX
[2025-11-22T01:23:02.086334] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:02.086363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:02.086420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:02.155667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:02.156623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:02.156750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:02.156793] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:02.263277] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:02.263449] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:02.263490] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:02.263521] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:02.267405] [DEBUG] [FORECASTER] CX: Forecast T+1@11:T+2@11: UP (p=60.32%)
[2025-11-22T01:23:02.267745] [INFO ] [FORECASTER] Completed predict_future for CX
[2025-11-22T01:23:02.423740] [INFO ] [FORECASTER] Starting predict_future for CXE
[2025-11-22T01:23:02.424664] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:02.424697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:02.424755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:02.492023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:02.492801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:02.492890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:02.492941] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:02.585856] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:02.586012] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:02.586050] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:02.586079] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:02.589380] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: DOWN (p=29.16%)
[2025-11-22T01:23:02.589676] [INFO ] [FORECASTER] Completed predict_future for CXE
[2025-11-22T01:23:02.739350] [INFO ] [FORECASTER] Starting predict_future for CXH
[2025-11-22T01:23:02.740219] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:02.740246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:02.740304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:02.808383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:02.809342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:02.809433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:02.809469] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:02.907127] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:02.907697] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:02.907744] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:02.907774] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:02.911223] [DEBUG] [FORECASTER] CXH: Forecast T+1@11:T+2@11: UP (p=52.79%)
[2025-11-22T01:23:02.911513] [INFO ] [FORECASTER] Completed predict_future for CXH
[2025-11-22T01:23:03.071771] [INFO ] [FORECASTER] Starting predict_future for CXW
[2025-11-22T01:23:03.072621] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:03.072669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:03.072729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:03.138719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:03.139355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:03.139436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:03.139470] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:03.236491] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:03.236661] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:03.236703] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:03.236733] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:03.240017] [DEBUG] [FORECASTER] CXW: Forecast T+1@11:T+2@11: DOWN (p=17.13%)
[2025-11-22T01:23:03.240294] [INFO ] [FORECASTER] Completed predict_future for CXW
[2025-11-22T01:23:03.395522] [INFO ] [FORECASTER] Starting predict_future for CYD
[2025-11-22T01:23:03.396399] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:03.396428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:03.396485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:03.465672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:03.466358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:03.466441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:03.466475] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:03.564673] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:03.564829] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:03.564870] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:03.564901] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:03.568438] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: UP (p=58.94%)
[2025-11-22T01:23:03.568767] [INFO ] [FORECASTER] Completed predict_future for CYD
[2025-11-22T01:23:03.725741] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-11-22T01:23:03.726675] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:03.726718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:03.726779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:03.795273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:03.796012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:03.796095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:03.796129] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:03.890022] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:03.890175] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:03.890214] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:03.890242] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:03.893483] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: UP (p=97.06%)
[2025-11-22T01:23:03.893778] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-11-22T01:23:04.045850] [INFO ] [FORECASTER] Starting predict_future for D
[2025-11-22T01:23:04.046787] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:04.046814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:04.046870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:04.113407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:04.114356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:04.114448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:04.114482] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:04.238998] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:04.239179] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:04.239222] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:04.239254] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:04.242746] [DEBUG] [FORECASTER] D: Forecast T+1@11:T+2@11: DOWN (p=18.09%)
[2025-11-22T01:23:04.243061] [INFO ] [FORECASTER] Completed predict_future for D
[2025-11-22T01:23:04.398866] [INFO ] [FORECASTER] Starting predict_future for DAC
[2025-11-22T01:23:04.399727] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:04.399755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:04.399812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:04.464465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:04.465369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:04.465459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:04.465493] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:04.566571] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:04.566748] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:04.566788] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:04.566817] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:04.570145] [DEBUG] [FORECASTER] DAC: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2025-11-22T01:23:04.570435] [INFO ] [FORECASTER] Completed predict_future for DAC
[2025-11-22T01:23:04.723820] [INFO ] [FORECASTER] Starting predict_future for DAL
[2025-11-22T01:23:04.724683] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:04.724712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:04.724770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:04.790751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:04.791595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:04.791704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:04.791740] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:04.913507] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:04.913708] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:04.913769] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:04.913810] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:04.918294] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: UP (p=97.38%)
[2025-11-22T01:23:04.918752] [INFO ] [FORECASTER] Completed predict_future for DAL
[2025-11-22T01:23:05.073495] [INFO ] [FORECASTER] Starting predict_future for DAN
[2025-11-22T01:23:05.074367] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:05.074396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:05.074484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:05.140854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:05.141745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:05.141836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:05.141871] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:05.267740] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:05.267919] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:05.267959] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:05.267988] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:05.271585] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: DOWN (p=14.37%)
[2025-11-22T01:23:05.271904] [INFO ] [FORECASTER] Completed predict_future for DAN
[2025-11-22T01:23:05.425974] [INFO ] [FORECASTER] Starting predict_future for DAO
[2025-11-22T01:23:05.426842] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:05.426870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:05.426927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:05.508191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:05.509105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:05.509205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:05.509239] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:05.612868] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:05.613055] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:05.613097] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:05.613129] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:05.616685] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: DOWN (p=2.46%)
[2025-11-22T01:23:05.616987] [INFO ] [FORECASTER] Completed predict_future for DAO
[2025-11-22T01:23:05.791249] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-11-22T01:23:05.792119] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:05.792151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:05.792210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:05.860007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:05.860963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:05.861049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:05.861081] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:05.991098] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:05.991279] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:05.991320] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:05.991350] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:05.994952] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: DOWN (p=11.52%)
[2025-11-22T01:23:05.995333] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-11-22T01:23:06.151716] [INFO ] [FORECASTER] Starting predict_future for DB
[2025-11-22T01:23:06.152568] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:06.152595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:06.152677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:06.217104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:06.217917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:06.218000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:06.218033] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:06.327947] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:06.328119] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:06.328160] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:06.328192] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:06.331542] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: DOWN (p=36.27%)
[2025-11-22T01:23:06.332234] [INFO ] [FORECASTER] Completed predict_future for DB
[2025-11-22T01:23:06.481861] [INFO ] [FORECASTER] Starting predict_future for DBI
[2025-11-22T01:23:06.482711] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:06.482740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:06.482796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:06.547779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:06.548523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:06.548608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:06.548663] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:06.663162] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:06.663328] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:06.663368] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:06.663397] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:06.666733] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: DOWN (p=26.16%)
[2025-11-22T01:23:06.667009] [INFO ] [FORECASTER] Completed predict_future for DBI
[2025-11-22T01:23:06.818788] [INFO ] [FORECASTER] Starting predict_future for DBL
[2025-11-22T01:23:06.819772] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:06.819801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:06.819859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:06.884942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:06.885776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:06.885858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:06.885892] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:07.011031] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:07.011208] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:07.011247] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:07.011276] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:07.014607] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: UP (p=88.65%)
[2025-11-22T01:23:07.014906] [INFO ] [FORECASTER] Completed predict_future for DBL
[2025-11-22T01:23:07.173447] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2025-11-22T01:23:07.174295] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:07.174323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:07.174381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:07.239684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:07.240430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:07.240512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:07.240545] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:07.372625] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:07.372854] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:07.372896] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:07.372927] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:07.376286] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: UP (p=77.44%)
[2025-11-22T01:23:07.376564] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2025-11-22T01:23:07.528887] [INFO ] [FORECASTER] Starting predict_future for DCI
[2025-11-22T01:23:07.529754] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:07.529782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:07.529839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:07.595693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:07.596458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:07.596542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:07.596579] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:07.735235] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:07.735409] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:07.735451] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:07.735479] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:07.738895] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: UP (p=84.04%)
[2025-11-22T01:23:07.739170] [INFO ] [FORECASTER] Completed predict_future for DCI
[2025-11-22T01:23:07.891547] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-11-22T01:23:07.892401] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:07.892428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:07.892485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:07.958462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:07.959271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:07.959370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:07.959404] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:08.067746] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:08.067909] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:08.067949] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:08.067978] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:08.071302] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: UP (p=89.27%)
[2025-11-22T01:23:08.071584] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-11-22T01:23:08.220784] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-11-22T01:23:08.221617] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:08.221669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:08.221734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:08.290401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:08.291263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:08.291372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:08.291423] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:08.430482] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:08.430677] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:08.430720] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:08.430749] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:08.434452] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: UP (p=89.36%)
[2025-11-22T01:23:08.434765] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-11-22T01:23:08.598301] [INFO ] [FORECASTER] Starting predict_future for DDL
[2025-11-22T01:23:08.599148] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:08.599203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:08.599264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:08.663941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:08.664841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:08.664935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:08.664967] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:08.793151] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:08.793331] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:08.793371] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:08.793400] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:08.797079] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: DOWN (p=3.54%)
[2025-11-22T01:23:08.797391] [INFO ] [FORECASTER] Completed predict_future for DDL
[2025-11-22T01:23:08.946381] [INFO ] [FORECASTER] Starting predict_future for DDS
[2025-11-22T01:23:08.947259] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:08.947286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:08.947348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:09.011904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:09.012573] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:09.012671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:09.012709] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:09.134981] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:09.135142] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:09.135182] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:09.135212] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:09.138727] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: DOWN (p=8.00%)
[2025-11-22T01:23:09.139004] [INFO ] [FORECASTER] Completed predict_future for DDS
[2025-11-22T01:23:09.289544] [INFO ] [FORECASTER] Starting predict_future for DEA
[2025-11-22T01:23:09.290431] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:09.290458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:09.290516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:09.356482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:09.357437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:09.357527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:09.357561] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:09.486674] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:09.486851] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:09.486893] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:09.486922] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:09.490350] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: UP (p=95.65%)
[2025-11-22T01:23:09.490624] [INFO ] [FORECASTER] Completed predict_future for DEA
[2025-11-22T01:23:09.643790] [INFO ] [FORECASTER] Starting predict_future for DECK
[2025-11-22T01:23:09.644625] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:09.644679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:09.644739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:09.711495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:09.712547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:09.712638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:09.712696] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:09.842447] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:09.842673] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:09.842739] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:09.842769] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:09.846185] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: UP (p=80.68%)
[2025-11-22T01:23:09.846471] [INFO ] [FORECASTER] Completed predict_future for DECK
[2025-11-22T01:23:10.002993] [INFO ] [FORECASTER] Starting predict_future for DEI
[2025-11-22T01:23:10.003900] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:10.003927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:10.003985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:10.070062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:10.070995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:10.071084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:10.071118] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:10.189024] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:10.189199] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:10.189240] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:10.189270] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:10.192710] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: UP (p=58.09%)
[2025-11-22T01:23:10.192991] [INFO ] [FORECASTER] Completed predict_future for DEI
[2025-11-22T01:23:10.346863] [INFO ] [FORECASTER] Starting predict_future for DELL
[2025-11-22T01:23:10.347743] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:10.347770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:10.347825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:10.412818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:10.413638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:10.413745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:10.413779] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:10.529368] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:10.529556] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:10.529599] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:10.529629] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:10.533054] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: UP (p=96.10%)
[2025-11-22T01:23:10.533335] [INFO ] [FORECASTER] Completed predict_future for DELL
[2025-11-22T01:23:10.685118] [INFO ] [FORECASTER] Starting predict_future for DEO
[2025-11-22T01:23:10.686011] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:10.686040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:10.686097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:10.754870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:10.755617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:10.755720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:10.755755] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:10.877886] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:10.878055] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:10.878095] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:10.878124] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:10.881604] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: UP (p=93.65%)
[2025-11-22T01:23:10.881931] [INFO ] [FORECASTER] Completed predict_future for DEO
[2025-11-22T01:23:11.034087] [INFO ] [FORECASTER] Starting predict_future for DFH
[2025-11-22T01:23:11.035007] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:11.035062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:11.035139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:11.100065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:11.100953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:11.101041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:11.101074] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:11.238675] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:11.238824] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:11.238863] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:11.238893] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:11.242175] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: UP (p=56.99%)
[2025-11-22T01:23:11.242452] [INFO ] [FORECASTER] Completed predict_future for DFH
[2025-11-22T01:23:11.393858] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2025-11-22T01:23:11.394708] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:11.394735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:11.394793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:11.459559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:11.460175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:11.460255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:11.460293] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:11.574963] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:11.575124] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:11.575170] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:11.575200] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:11.578580] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: DOWN (p=6.41%)
[2025-11-22T01:23:11.578875] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2025-11-22T01:23:11.790855] [INFO ] [FORECASTER] Starting predict_future for DFP
[2025-11-22T01:23:11.791738] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:11.791767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:11.791825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:11.857959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:11.858834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:11.858918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:11.858952] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:11.966735] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:11.966911] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:11.966952] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:11.966982] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:11.970433] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: UP (p=83.39%)
[2025-11-22T01:23:11.970748] [INFO ] [FORECASTER] Completed predict_future for DFP
[2025-11-22T01:23:12.123715] [INFO ] [FORECASTER] Starting predict_future for DG
[2025-11-22T01:23:12.124585] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:12.124613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:12.124694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:12.189412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:12.190252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:12.190338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:12.190373] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:12.297079] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:12.297232] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:12.297270] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:12.297317] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:12.300621] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: UP (p=60.88%)
[2025-11-22T01:23:12.300941] [INFO ] [FORECASTER] Completed predict_future for DG
[2025-11-22T01:23:12.456964] [INFO ] [FORECASTER] Starting predict_future for DGX
[2025-11-22T01:23:12.457965] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:12.457993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:12.458050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:12.523199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:12.523798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:12.523877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:12.523910] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:12.638113] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:12.638271] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:12.638311] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:12.638341] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:12.641601] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: DOWN (p=1.37%)
[2025-11-22T01:23:12.641897] [INFO ] [FORECASTER] Completed predict_future for DGX
[2025-11-22T01:23:12.793807] [INFO ] [FORECASTER] Starting predict_future for DHF
[2025-11-22T01:23:12.794700] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:12.794727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:12.794783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:12.859264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:12.859933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:12.860019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:12.860052] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:12.979927] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:12.980105] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:12.980146] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:12.980176] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:12.983618] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: UP (p=99.28%)
[2025-11-22T01:23:12.983961] [INFO ] [FORECASTER] Completed predict_future for DHF
[2025-11-22T01:23:13.138885] [INFO ] [FORECASTER] Starting predict_future for DHI
[2025-11-22T01:23:13.139799] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:13.139830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:13.139886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:13.206202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:13.206862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:13.206946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:13.206981] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:13.365738] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:13.365919] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:13.365963] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:13.365992] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:13.369630] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: DOWN (p=35.47%)
[2025-11-22T01:23:13.369935] [INFO ] [FORECASTER] Completed predict_future for DHI
[2025-11-22T01:23:13.528290] [INFO ] [FORECASTER] Starting predict_future for DHR
[2025-11-22T01:23:13.529210] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:13.529237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:13.529294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:13.594708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:13.595611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:13.595721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:13.595757] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:13.719892] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:13.720064] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:13.720104] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:13.720132] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:13.723500] [DEBUG] [FORECASTER] DHR: Forecast T+1@11:T+2@11: UP (p=54.75%)
[2025-11-22T01:23:13.723806] [INFO ] [FORECASTER] Completed predict_future for DHR
[2025-11-22T01:23:13.877785] [INFO ] [FORECASTER] Starting predict_future for DHT
[2025-11-22T01:23:13.878694] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:13.878722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:13.878780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:13.943522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:13.944403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:13.944489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:13.944523] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:14.057047] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:14.057231] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:14.057273] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:14.057301] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:14.060689] [DEBUG] [FORECASTER] DHT: Forecast T+1@11:T+2@11: UP (p=88.89%)
[2025-11-22T01:23:14.060968] [INFO ] [FORECASTER] Completed predict_future for DHT
[2025-11-22T01:23:14.218768] [INFO ] [FORECASTER] Starting predict_future for DIAX
[2025-11-22T01:23:14.219609] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:14.219637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:14.219720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:14.286409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:14.287432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:14.287530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:14.287564] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:14.401131] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:14.401305] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:14.401349] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:14.401382] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:14.405374] [DEBUG] [FORECASTER] DIAX: Forecast T+1@11:T+2@11: DOWN (p=3.44%)
[2025-11-22T01:23:14.405777] [INFO ] [FORECASTER] Completed predict_future for DIAX
[2025-11-22T01:23:14.559501] [INFO ] [FORECASTER] Starting predict_future for DIN
[2025-11-22T01:23:14.560422] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:14.560449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:14.560507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:14.626490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:14.627444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:14.627533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:14.627565] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:14.750610] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:14.750802] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:14.750842] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:14.750891] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:14.754310] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=46.25%)
[2025-11-22T01:23:14.754613] [INFO ] [FORECASTER] Completed predict_future for DIN
[2025-11-22T01:23:14.913895] [INFO ] [FORECASTER] Starting predict_future for DINO
[2025-11-22T01:23:14.914872] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:14.914901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:14.914959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:14.981268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:14.982139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:14.982248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:14.982286] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:15.097593] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:15.097765] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:15.097807] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:15.097839] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:15.101301] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: UP (p=98.56%)
[2025-11-22T01:23:15.101607] [INFO ] [FORECASTER] Completed predict_future for DINO
[2025-11-22T01:23:15.274863] [INFO ] [FORECASTER] Starting predict_future for DIS
[2025-11-22T01:23:15.275739] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:15.275767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:15.275824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:15.340388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:15.341018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:15.341107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:15.341141] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:15.463014] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:15.463189] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:15.463231] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:15.463262] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:15.466766] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: DOWN (p=49.11%)
[2025-11-22T01:23:15.467090] [INFO ] [FORECASTER] Completed predict_future for DIS
[2025-11-22T01:23:15.626244] [INFO ] [FORECASTER] Starting predict_future for DKL
[2025-11-22T01:23:15.627157] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:15.627187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:15.627248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:15.695044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:15.695720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:15.695803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:15.695838] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:15.816898] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:15.817111] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:15.817165] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:15.817197] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:15.820770] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: DOWN (p=3.26%)
[2025-11-22T01:23:15.821057] [INFO ] [FORECASTER] Completed predict_future for DKL
[2025-11-22T01:23:15.980343] [INFO ] [FORECASTER] Starting predict_future for DKS
[2025-11-22T01:23:15.981258] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:15.981286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:15.981343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:16.046247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:16.046899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:16.046980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:16.047013] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:16.165504] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:16.165666] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:16.165708] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:16.165736] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:16.169069] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: DOWN (p=25.15%)
[2025-11-22T01:23:16.169355] [INFO ] [FORECASTER] Completed predict_future for DKS
[2025-11-22T01:23:16.324018] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2025-11-22T01:23:16.325116] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:16.325145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:16.325206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:16.394733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:16.395893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:16.396013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:16.396054] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:16.501866] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:16.502037] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:16.502080] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:16.502112] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:16.505482] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: DOWN (p=8.82%)
[2025-11-22T01:23:16.505774] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2025-11-22T01:23:16.657580] [INFO ] [FORECASTER] Starting predict_future for DLX
[2025-11-22T01:23:16.658435] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:16.658462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:16.658518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:16.723800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:16.724634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:16.724738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:16.724772] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:16.839723] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:16.839934] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:16.839984] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:16.840025] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:16.843613] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: DOWN (p=7.47%)
[2025-11-22T01:23:16.843913] [INFO ] [FORECASTER] Completed predict_future for DLX
[2025-11-22T01:23:16.996824] [INFO ] [FORECASTER] Starting predict_future for DMB
[2025-11-22T01:23:16.997694] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:16.997750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:16.997808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:17.064939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:17.065570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:17.065676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:17.065717] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:17.165257] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:17.165427] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:17.165476] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:17.165513] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:17.168957] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: DOWN (p=7.26%)
[2025-11-22T01:23:17.169242] [INFO ] [FORECASTER] Completed predict_future for DMB
[2025-11-22T01:23:17.322633] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-11-22T01:23:17.323493] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:17.323520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:17.323577] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:17.395370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:17.396385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:17.396502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:17.396556] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:17.518367] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:17.518540] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:17.518581] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:17.518610] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:17.522246] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-11-22T01:23:17.522533] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-11-22T01:23:17.674123] [INFO ] [FORECASTER] Starting predict_future for DNOW
[2025-11-22T01:23:17.674986] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:17.675014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:17.675071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:17.743906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:17.744768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:17.744891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:17.744928] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:17.851961] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:17.852133] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:17.852175] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:17.852203] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:17.855537] [DEBUG] [FORECASTER] DNOW: Forecast T+1@11:T+2@11: UP (p=52.04%)
[2025-11-22T01:23:17.855842] [INFO ] [FORECASTER] Completed predict_future for DNOW
[2025-11-22T01:23:18.006048] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-11-22T01:23:18.006912] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:18.006941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:18.007006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:18.072186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:18.073040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:18.073126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:18.073162] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:18.177942] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:18.178102] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:18.178143] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:18.178172] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:18.181518] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: UP (p=84.47%)
[2025-11-22T01:23:18.182217] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-11-22T01:23:18.335535] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2025-11-22T01:23:18.336538] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:18.336583] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:18.336688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:18.415420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:18.416411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:18.416526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:18.416564] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:18.528554] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:18.528747] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:18.528791] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:18.528821] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:18.532783] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: UP (p=93.21%)
[2025-11-22T01:23:18.533078] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2025-11-22T01:23:18.709603] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2025-11-22T01:23:18.710752] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:18.710794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:18.710870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:18.784352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:18.785304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:18.785397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:18.785433] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:18.894327] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:18.894525] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:18.894578] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:18.894615] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:18.898421] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: UP (p=57.22%)
[2025-11-22T01:23:18.898737] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2025-11-22T01:23:19.059791] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-11-22T01:23:19.060634] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:19.060689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:19.060747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:19.125183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:19.126070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:19.126158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:19.126192] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:19.251252] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:19.251437] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:19.251478] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:19.251508] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:19.254922] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: DOWN (p=4.08%)
[2025-11-22T01:23:19.255206] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-11-22T01:23:19.417880] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-11-22T01:23:19.418780] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:19.418808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:19.418865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:19.483228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:19.484260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:19.484379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:19.484418] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:19.587628] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:19.587821] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:19.587863] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:19.587892] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:19.591297] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: DOWN (p=36.50%)
[2025-11-22T01:23:19.591605] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-11-22T01:23:19.749618] [INFO ] [FORECASTER] Starting predict_future for DOV
[2025-11-22T01:23:19.750576] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:19.750604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:19.750680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:19.817196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:19.818017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:19.818102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:19.818138] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:19.919949] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:19.920124] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:19.920165] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:19.920193] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:19.923570] [DEBUG] [FORECASTER] DOV: Forecast T+1@11:T+2@11: DOWN (p=17.62%)
[2025-11-22T01:23:19.923877] [INFO ] [FORECASTER] Completed predict_future for DOV
[2025-11-22T01:23:20.082987] [INFO ] [FORECASTER] Starting predict_future for DOW
[2025-11-22T01:23:20.083864] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:20.083895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:20.083952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:20.150942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:20.151714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:20.151802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:20.151837] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:20.255357] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:20.255539] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:20.255582] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:20.255611] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:20.259037] [DEBUG] [FORECASTER] DOW: Forecast T+1@11:T+2@11: UP (p=95.66%)
[2025-11-22T01:23:20.259319] [INFO ] [FORECASTER] Completed predict_future for DOW
[2025-11-22T01:23:20.415821] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-11-22T01:23:20.416717] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:20.416745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:20.416802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:20.489480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:20.490585] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:20.490713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:20.490761] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:20.598260] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:20.598444] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:20.598486] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:20.598516] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:20.601948] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: DOWN (p=38.49%)
[2025-11-22T01:23:20.602233] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-11-22T01:23:20.759919] [INFO ] [FORECASTER] Starting predict_future for DRI
[2025-11-22T01:23:20.760789] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:20.760817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:20.760874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:20.836973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:20.838077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:20.838183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:20.838253] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:20.950135] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:20.950312] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:20.950355] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:20.950386] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:20.953729] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: UP (p=58.55%)
[2025-11-22T01:23:20.954011] [INFO ] [FORECASTER] Completed predict_future for DRI
[2025-11-22T01:23:21.110067] [INFO ] [FORECASTER] Starting predict_future for DSMC
[2025-11-22T01:23:21.110931] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:21.110958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:21.111013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:21.174717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:21.175562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:21.175675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:21.175713] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:21.273045] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:21.273222] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:21.273262] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:21.273291] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:21.276606] [DEBUG] [FORECASTER] DSMC: Forecast T+1@11:T+2@11: UP (p=98.19%)
[2025-11-22T01:23:21.276905] [INFO ] [FORECASTER] Completed predict_future for DSMC
[2025-11-22T01:23:21.440703] [INFO ] [FORECASTER] Starting predict_future for DSU
[2025-11-22T01:23:21.441579] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:21.441608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:21.441694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:21.515992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:21.516956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:21.517064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:21.517104] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:21.627102] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:21.627284] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:21.627329] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:21.627360] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:21.630919] [DEBUG] [FORECASTER] DSU: Forecast T+1@11:T+2@11: UP (p=89.66%)
[2025-11-22T01:23:21.631228] [INFO ] [FORECASTER] Completed predict_future for DSU
[2025-11-22T01:23:21.820604] [INFO ] [FORECASTER] Starting predict_future for DSX
[2025-11-22T01:23:21.821539] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:21.821567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:21.821625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:21.892614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:21.893536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:21.893632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:21.893690] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:22.022964] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:22.023143] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:22.023188] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:22.023220] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:22.027005] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: UP (p=85.82%)
[2025-11-22T01:23:22.027337] [INFO ] [FORECASTER] Completed predict_future for DSX
[2025-11-22T01:23:22.184461] [INFO ] [FORECASTER] Starting predict_future for DT
[2025-11-22T01:23:22.185385] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:22.185414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:22.185473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:22.253582] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:22.254442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:22.254544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:22.254600] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:22.407404] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:22.407567] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:22.407627] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:22.407689] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:22.411461] [DEBUG] [FORECASTER] DT: Forecast T+1@11:T+2@11: UP (p=87.06%)
[2025-11-22T01:23:22.411775] [INFO ] [FORECASTER] Completed predict_future for DT
[2025-11-22T01:23:22.571032] [INFO ] [FORECASTER] Starting predict_future for DTB
[2025-11-22T01:23:22.572058] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:22.572086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:22.572143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:22.637341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:22.637999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:22.638081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:22.638115] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:22.732574] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:22.732769] [INFO ] [FORECASTER] Trained on 344 historical samples with 26 features
[2025-11-22T01:23:22.732812] [INFO ] [FORECASTER] Stored all 346 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:22.732842] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:22.736305] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: DOWN (p=13.92%)
[2025-11-22T01:23:22.736618] [INFO ] [FORECASTER] Completed predict_future for DTB
[2025-11-22T01:23:22.895077] [INFO ] [FORECASTER] Starting predict_future for DTE
[2025-11-22T01:23:22.895954] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:22.895982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:22.896070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:22.965122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:22.966185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:22.966295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:22.966341] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:23.062621] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:23.062810] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:23.062854] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:23.062885] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:23.066419] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: DOWN (p=27.55%)
[2025-11-22T01:23:23.066721] [INFO ] [FORECASTER] Completed predict_future for DTE
[2025-11-22T01:23:23.224607] [INFO ] [FORECASTER] Starting predict_future for DTG
[2025-11-22T01:23:23.225452] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:23.225479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:23.225535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:23.295621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:23.296513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:23.296597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:23.296631] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:23.416222] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:23.416397] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:23.416438] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:23.416467] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:23.419827] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: UP (p=76.45%)
[2025-11-22T01:23:23.420101] [INFO ] [FORECASTER] Completed predict_future for DTG
[2025-11-22T01:23:23.573971] [INFO ] [FORECASTER] Starting predict_future for DTM
[2025-11-22T01:23:23.574845] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:23.574873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:23.574933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:23.642117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:23.642781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:23.642862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:23.642898] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:23.750849] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:23.751023] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:23.751066] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:23.751098] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:23.754543] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: DOWN (p=1.41%)
[2025-11-22T01:23:23.754840] [INFO ] [FORECASTER] Completed predict_future for DTM
[2025-11-22T01:23:23.907371] [INFO ] [FORECASTER] Starting predict_future for DTW
[2025-11-22T01:23:23.908247] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:23.908276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:23.908332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:23.972498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:23.973347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:23.973432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:23.973465] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:24.069897] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:24.070103] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:24.070147] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:24.070178] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:24.073621] [DEBUG] [FORECASTER] DTW: Forecast T+1@11:T+2@11: UP (p=61.97%)
[2025-11-22T01:23:24.073962] [INFO ] [FORECASTER] Completed predict_future for DTW
[2025-11-22T01:23:24.234475] [INFO ] [FORECASTER] Starting predict_future for DUK
[2025-11-22T01:23:24.235329] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:24.235357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:24.235414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:24.301890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:24.302807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:24.302893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:24.302929] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:24.410332] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:24.410502] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:24.410546] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:24.410578] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:24.414059] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: UP (p=94.72%)
[2025-11-22T01:23:24.414356] [INFO ] [FORECASTER] Completed predict_future for DUK
[2025-11-22T01:23:24.571075] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2025-11-22T01:23:24.571938] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:24.571965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:24.572021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:24.638323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:24.639066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:24.639157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:24.639191] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:24.744806] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:24.744973] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:24.745015] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:24.745046] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:24.748486] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: DOWN (p=35.45%)
[2025-11-22T01:23:24.748794] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2025-11-22T01:23:24.901734] [INFO ] [FORECASTER] Starting predict_future for DVN
[2025-11-22T01:23:24.902706] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:24.902736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:24.902796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:24.972258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:24.973397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:24.973509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:24.973565] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:25.092509] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:25.092719] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:25.092775] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:25.092813] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:25.096238] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: DOWN (p=34.43%)
[2025-11-22T01:23:25.096527] [INFO ] [FORECASTER] Completed predict_future for DVN
[2025-11-22T01:23:25.257956] [INFO ] [FORECASTER] Starting predict_future for DX
[2025-11-22T01:23:25.258862] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:25.258891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:25.258950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:25.324822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:25.325461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:25.325545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:25.325581] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:25.461133] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:25.461394] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:25.461450] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:25.461482] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:25.465741] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: UP (p=71.41%)
[2025-11-22T01:23:25.466096] [INFO ] [FORECASTER] Completed predict_future for DX
[2025-11-22T01:23:25.626911] [INFO ] [FORECASTER] Starting predict_future for DXC
[2025-11-22T01:23:25.627850] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:25.627877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:25.627933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:25.692010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:25.692944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:25.693042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:25.693077] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:25.804155] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:25.804358] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:25.804401] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:25.804432] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:25.807861] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: DOWN (p=2.19%)
[2025-11-22T01:23:25.808158] [INFO ] [FORECASTER] Completed predict_future for DXC
[2025-11-22T01:23:25.960202] [INFO ] [FORECASTER] Starting predict_future for DY
[2025-11-22T01:23:25.961086] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:25.961114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:25.961171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:26.025115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:26.026029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:26.026117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:26.026150] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:26.130291] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:26.130468] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:26.130510] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:26.130539] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:26.133897] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: UP (p=64.63%)
[2025-11-22T01:23:26.134177] [INFO ] [FORECASTER] Completed predict_future for DY
[2025-11-22T01:23:26.288263] [INFO ] [FORECASTER] Starting predict_future for E
[2025-11-22T01:23:26.289110] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:26.289137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:26.289194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:26.354127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:26.354917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:26.355000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:26.355033] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:26.451969] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:26.452479] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:26.452522] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:26.452551] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:26.455925] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: DOWN (p=6.78%)
[2025-11-22T01:23:26.456195] [INFO ] [FORECASTER] Completed predict_future for E
[2025-11-22T01:23:26.610995] [INFO ] [FORECASTER] Starting predict_future for EAF
[2025-11-22T01:23:26.611849] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:26.611877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:26.611934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:26.676546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:26.677354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:26.677438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:26.677471] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:26.780187] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:26.780360] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:26.780400] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:26.780429] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:26.783769] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: UP (p=57.22%)
[2025-11-22T01:23:26.784042] [INFO ] [FORECASTER] Completed predict_future for EAF
[2025-11-22T01:23:26.949891] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-11-22T01:23:26.950798] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:26.950844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:26.950904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:27.017753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:27.018686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:27.018783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:27.018831] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:27.116277] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:27.116455] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:27.116496] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:27.116526] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:27.120091] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: DOWN (p=9.19%)
[2025-11-22T01:23:27.120376] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-11-22T01:23:27.280211] [INFO ] [FORECASTER] Starting predict_future for EARN
[2025-11-22T01:23:27.281109] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:27.281138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:27.281196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:27.348857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:27.349688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:27.349777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:27.349811] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:27.463078] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:27.463258] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:27.463307] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:27.463337] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:27.466916] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: DOWN (p=49.61%)
[2025-11-22T01:23:27.467225] [INFO ] [FORECASTER] Completed predict_future for EARN
[2025-11-22T01:23:27.626363] [INFO ] [FORECASTER] Starting predict_future for EAT
[2025-11-22T01:23:27.627263] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:27.627290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:27.627347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:27.695619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:27.696456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:27.696543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:27.696578] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:27.840984] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:27.841174] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:27.841218] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:27.841257] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:27.844696] [DEBUG] [FORECASTER] EAT: Forecast T+1@11:T+2@11: UP (p=93.00%)
[2025-11-22T01:23:27.844979] [INFO ] [FORECASTER] Completed predict_future for EAT
[2025-11-22T01:23:27.997115] [INFO ] [FORECASTER] Starting predict_future for EB
[2025-11-22T01:23:27.998052] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:27.998080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:27.998138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:28.067872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:28.068723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:28.068811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:28.068846] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:28.185072] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:28.185259] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:28.185357] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:28.185398] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:28.188976] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: UP (p=76.35%)
[2025-11-22T01:23:28.189274] [INFO ] [FORECASTER] Completed predict_future for EB
[2025-11-22T01:23:28.357110] [INFO ] [FORECASTER] Starting predict_future for EBF
[2025-11-22T01:23:28.358018] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:28.358044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:28.358104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:28.426678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:28.427449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:28.427536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:28.427572] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:28.544012] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:28.544177] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:28.544218] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:28.544246] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:28.547669] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: DOWN (p=5.25%)
[2025-11-22T01:23:28.547973] [INFO ] [FORECASTER] Completed predict_future for EBF
[2025-11-22T01:23:28.700815] [INFO ] [FORECASTER] Starting predict_future for EBS
[2025-11-22T01:23:28.701696] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:28.701733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:28.701804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:28.771147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:28.772037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:28.772123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:28.772158] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:28.901526] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:28.901720] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:28.901763] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:28.901792] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:28.905279] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: DOWN (p=4.93%)
[2025-11-22T01:23:28.905561] [INFO ] [FORECASTER] Completed predict_future for EBS
[2025-11-22T01:23:29.063990] [INFO ] [FORECASTER] Starting predict_future for ECAT
[2025-11-22T01:23:29.064852] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:29.064879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:29.064935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:29.130745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:29.131413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:29.131498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:29.131533] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:29.260734] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:29.260910] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:29.260952] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:29.260981] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:29.264633] [DEBUG] [FORECASTER] ECAT: Forecast T+1@11:T+2@11: DOWN (p=10.31%)
[2025-11-22T01:23:29.264941] [INFO ] [FORECASTER] Completed predict_future for ECAT
[2025-11-22T01:23:29.418873] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-11-22T01:23:29.419761] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:29.419789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:29.419866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:29.484976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:29.485778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:29.485864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:29.485898] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:29.619786] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:29.619975] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:29.620016] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:29.620046] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:29.623429] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: UP (p=60.08%)
[2025-11-22T01:23:29.623730] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-11-22T01:23:29.787587] [INFO ] [FORECASTER] Starting predict_future for ECVT
[2025-11-22T01:23:29.788709] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:29.788747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:29.788819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:29.856384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:29.857617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:29.857748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:29.857784] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:29.987521] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:29.987783] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:29.987832] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:29.987863] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:29.992106] [DEBUG] [FORECASTER] ECVT: Forecast T+1@11:T+2@11: UP (p=80.66%)
[2025-11-22T01:23:29.992449] [INFO ] [FORECASTER] Completed predict_future for ECVT
[2025-11-22T01:23:30.156765] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-11-22T01:23:30.157922] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:30.157951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:30.158011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:30.226859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:30.228731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:30.228978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:30.229015] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:30.329557] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:30.330157] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:30.330266] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:30.330303] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:30.334774] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: DOWN (p=27.31%)
[2025-11-22T01:23:30.335123] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-11-22T01:23:30.492405] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-11-22T01:23:30.493471] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:30.493499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:30.493563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:30.560068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:30.561239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:30.561353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:30.561391] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:30.682434] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:30.682700] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:30.682753] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:30.682813] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:30.686770] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: UP (p=93.85%)
[2025-11-22T01:23:30.687133] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-11-22T01:23:30.845904] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-11-22T01:23:30.846930] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:30.846957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:30.847016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:30.911579] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:30.912738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:30.912846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:30.912884] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:31.028913] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:31.029143] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:31.029188] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:31.029218] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:31.032979] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=90.13%)
[2025-11-22T01:23:31.033325] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-11-22T01:23:31.190919] [INFO ] [FORECASTER] Starting predict_future for EDN
[2025-11-22T01:23:31.191951] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:31.191979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:31.192036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:31.257331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:31.258273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:31.258368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:31.258402] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:31.378137] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:31.378371] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:31.378417] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:31.378446] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:31.382256] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: UP (p=59.26%)
[2025-11-22T01:23:31.382573] [INFO ] [FORECASTER] Completed predict_future for EDN
[2025-11-22T01:23:31.544470] [INFO ] [FORECASTER] Starting predict_future for EDU
[2025-11-22T01:23:31.545348] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:31.545375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:31.545432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:31.610668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:31.611322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:31.611407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:31.611441] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:31.726019] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:31.726174] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:31.726214] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:31.726243] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:31.729661] [DEBUG] [FORECASTER] EDU: Forecast T+1@11:T+2@11: DOWN (p=13.94%)
[2025-11-22T01:23:31.729945] [INFO ] [FORECASTER] Completed predict_future for EDU
[2025-11-22T01:23:31.881700] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-11-22T01:23:31.882536] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:31.882563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:31.882619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:31.947225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:31.947857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:31.947938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:31.947971] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:32.038042] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:32.038202] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:32.038242] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:32.038271] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:32.041586] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: UP (p=73.27%)
[2025-11-22T01:23:32.041887] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-11-22T01:23:32.190717] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-11-22T01:23:32.191548] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:32.191574] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:32.191630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:32.255517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:32.256133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:32.256215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:32.256248] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:32.343102] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:32.343303] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:32.343363] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:32.343919] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:32.348698] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: DOWN (p=34.84%)
[2025-11-22T01:23:32.349082] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-11-22T01:23:32.523086] [INFO ] [FORECASTER] Starting predict_future for EFC
[2025-11-22T01:23:32.524006] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:32.524035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:32.524093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:32.590136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:32.590818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:32.590902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:32.590937] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:32.685274] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:32.685430] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:32.685470] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:32.685498] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:32.688946] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: DOWN (p=25.05%)
[2025-11-22T01:23:32.689223] [INFO ] [FORECASTER] Completed predict_future for EFC
[2025-11-22T01:23:32.838960] [INFO ] [FORECASTER] Starting predict_future for EFR
[2025-11-22T01:23:32.840081] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:32.840109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:32.840170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:32.909900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:32.910973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:32.911067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:32.911101] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:33.020404] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:33.020607] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:33.020679] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:33.020734] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:33.024295] [DEBUG] [FORECASTER] EFR: Forecast T+1@11:T+2@11: DOWN (p=43.97%)
[2025-11-22T01:23:33.024591] [INFO ] [FORECASTER] Completed predict_future for EFR
[2025-11-22T01:23:33.180745] [INFO ] [FORECASTER] Starting predict_future for EFT
[2025-11-22T01:23:33.181625] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:33.181691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:33.181750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:33.252238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:33.253247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:33.253342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:33.253378] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:33.363615] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:33.363815] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:33.363857] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:33.363887] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:33.367429] [DEBUG] [FORECASTER] EFT: Forecast T+1@11:T+2@11: UP (p=96.02%)
[2025-11-22T01:23:33.367753] [INFO ] [FORECASTER] Completed predict_future for EFT
[2025-11-22T01:23:33.521557] [INFO ] [FORECASTER] Starting predict_future for EFX
[2025-11-22T01:23:33.522418] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:33.522446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:33.522502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:33.586559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:33.587358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:33.587446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:33.587481] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:33.696483] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:33.696677] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:33.696722] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:33.696752] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:33.700203] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: DOWN (p=7.96%)
[2025-11-22T01:23:33.700493] [INFO ] [FORECASTER] Completed predict_future for EFX
[2025-11-22T01:23:33.854477] [INFO ] [FORECASTER] Starting predict_future for EFXT
[2025-11-22T01:23:33.855339] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:33.855366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:33.855422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:33.918827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:33.919470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:33.919550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:33.919583] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:34.028005] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:34.028182] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:34.028223] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:34.028252] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:34.031629] [DEBUG] [FORECASTER] EFXT: Forecast T+1@11:T+2@11: DOWN (p=37.33%)
[2025-11-22T01:23:34.031933] [INFO ] [FORECASTER] Completed predict_future for EFXT
[2025-11-22T01:23:34.188340] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-11-22T01:23:34.189260] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:34.189288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:34.189346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:34.260553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:34.261527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:34.261635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:34.261696] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:34.378447] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:34.378634] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:34.378700] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:34.378730] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:34.382467] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: UP (p=62.77%)
[2025-11-22T01:23:34.382841] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-11-22T01:23:34.629161] [INFO ] [FORECASTER] Starting predict_future for EGO
[2025-11-22T01:23:34.630361] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:34.630400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:34.630481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:34.728194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:34.729307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:34.729418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:34.729550] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:34.880564] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:34.880773] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:34.880819] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:34.880854] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:34.885398] [DEBUG] [FORECASTER] EGO: Forecast T+1@11:T+2@11: UP (p=54.12%)
[2025-11-22T01:23:34.885920] [INFO ] [FORECASTER] Completed predict_future for EGO
[2025-11-22T01:23:35.081760] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-11-22T01:23:35.082755] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:35.082785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:35.082847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:35.160133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:35.161069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:35.161162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:35.161197] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:35.271311] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:35.271500] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:35.271546] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:35.271577] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:35.275322] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: DOWN (p=36.00%)
[2025-11-22T01:23:35.275690] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-11-22T01:23:35.458418] [INFO ] [FORECASTER] Starting predict_future for EGY
[2025-11-22T01:23:35.459519] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:35.459548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:35.459607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:35.526800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:35.527499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:35.527583] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:35.527617] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:35.628767] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:35.628920] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:35.628961] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:35.628992] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:35.632365] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: DOWN (p=11.87%)
[2025-11-22T01:23:35.632680] [INFO ] [FORECASTER] Completed predict_future for EGY
[2025-11-22T01:23:35.787559] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2025-11-22T01:23:35.788507] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:35.788537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:35.788595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:35.853676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:35.854342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:35.854424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:35.854460] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:35.951865] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:35.952027] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:35.952066] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:35.952099] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:35.955368] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: DOWN (p=37.44%)
[2025-11-22T01:23:35.955660] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2025-11-22T01:23:36.106584] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-11-22T01:23:36.107467] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:36.107497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:36.107554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:36.173831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:36.174566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:36.174669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:36.174708] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:36.248956] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:36.249109] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:36.249149] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:36.249177] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:36.252413] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: UP (p=61.72%)
[2025-11-22T01:23:36.252706] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-11-22T01:23:36.402362] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-11-22T01:23:36.403318] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:36.403346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:36.403402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:36.470350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:36.471340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:36.471436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:36.471472] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:36.564734] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:36.564902] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:36.564945] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:36.564976] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:36.568440] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: DOWN (p=42.90%)
[2025-11-22T01:23:36.568744] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-11-22T01:23:36.731026] [INFO ] [FORECASTER] Starting predict_future for EIC
[2025-11-22T01:23:36.731926] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:36.731955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:36.732014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:36.799254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:36.799969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:36.800069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:36.800105] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:36.890948] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:36.891117] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:36.891156] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:36.891187] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:36.894553] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: UP (p=91.44%)
[2025-11-22T01:23:36.894862] [INFO ] [FORECASTER] Completed predict_future for EIC
[2025-11-22T01:23:37.046227] [INFO ] [FORECASTER] Starting predict_future for EIG
[2025-11-22T01:23:37.047124] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:37.047153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:37.047211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:37.110558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:37.111186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:37.111265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:37.111298] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:37.204599] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:37.204789] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:37.204830] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:37.204859] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:37.208176] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: UP (p=92.12%)
[2025-11-22T01:23:37.208456] [INFO ] [FORECASTER] Completed predict_future for EIG
[2025-11-22T01:23:37.363003] [INFO ] [FORECASTER] Starting predict_future for EIX
[2025-11-22T01:23:37.364009] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:37.364044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:37.364103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:37.433762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:37.434699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:37.434785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:37.434822] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:37.571523] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:37.571716] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:37.571759] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:37.571790] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:37.575417] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: DOWN (p=2.79%)
[2025-11-22T01:23:37.575780] [INFO ] [FORECASTER] Completed predict_future for EIX
[2025-11-22T01:23:37.732689] [INFO ] [FORECASTER] Starting predict_future for EL
[2025-11-22T01:23:37.733619] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:37.733672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:37.733734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:37.803715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:37.804498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:37.804584] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:37.804618] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:37.929432] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:37.929606] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:37.929665] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:37.929700] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:37.933510] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: DOWN (p=10.24%)
[2025-11-22T01:23:37.933837] [INFO ] [FORECASTER] Completed predict_future for EL
[2025-11-22T01:23:38.092922] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-11-22T01:23:38.093944] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:38.093986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:38.094046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:38.164699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:38.165696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:38.165795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:38.165831] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:38.266343] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:38.266502] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:38.266543] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:38.266571] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:38.271807] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: UP (p=55.76%)
[2025-11-22T01:23:38.272084] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-11-22T01:23:38.421153] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-11-22T01:23:38.422076] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:38.422103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:38.422159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:38.490396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:38.491358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:38.491451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:38.491487] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:38.593478] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:38.593695] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:38.593748] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:38.593780] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:38.597300] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: UP (p=61.36%)
[2025-11-22T01:23:38.597621] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-11-22T01:23:38.763762] [INFO ] [FORECASTER] Starting predict_future for ELF
[2025-11-22T01:23:38.764616] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:38.764662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:38.764729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:38.830577] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:38.831497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:38.831586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:38.831621] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:38.935956] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:38.936132] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:38.936173] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:38.936203] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:38.940140] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: UP (p=98.92%)
[2025-11-22T01:23:38.940473] [INFO ] [FORECASTER] Completed predict_future for ELF
[2025-11-22T01:23:39.095724] [INFO ] [FORECASTER] Starting predict_future for ELME
[2025-11-22T01:23:39.096540] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:39.096567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:39.096623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:39.161242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:39.161854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:39.161934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:39.161984] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:39.266259] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:39.266401] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:39.266441] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:39.266471] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:39.269760] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: DOWN (p=43.65%)
[2025-11-22T01:23:39.270043] [INFO ] [FORECASTER] Completed predict_future for ELME
[2025-11-22T01:23:39.419917] [INFO ] [FORECASTER] Starting predict_future for ELP
[2025-11-22T01:23:39.420756] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:39.420784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:39.420840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:39.485508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:39.486148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:39.486228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:39.486261] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:39.591845] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:39.591985] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:39.592022] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:39.592050] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:39.595242] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: UP (p=64.04%)
[2025-11-22T01:23:39.595515] [INFO ] [FORECASTER] Completed predict_future for ELP
[2025-11-22T01:23:39.749491] [INFO ] [FORECASTER] Starting predict_future for ELS
[2025-11-22T01:23:39.750396] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:39.750423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:39.750482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:39.814150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:39.814932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:39.815020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:39.815054] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:39.915187] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:39.915369] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:39.915409] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:39.915438] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:39.918835] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: UP (p=50.59%)
[2025-11-22T01:23:39.919125] [INFO ] [FORECASTER] Completed predict_future for ELS
[2025-11-22T01:23:40.069623] [INFO ] [FORECASTER] Starting predict_future for ELV
[2025-11-22T01:23:40.070491] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:40.070517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:40.070573] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:40.134163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:40.134947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:40.135036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:40.135069] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:40.240555] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:40.240746] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:40.240793] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:40.240823] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:40.244461] [DEBUG] [FORECASTER] ELV: Forecast T+1@11:T+2@11: UP (p=70.03%)
[2025-11-22T01:23:40.244776] [INFO ] [FORECASTER] Completed predict_future for ELV
[2025-11-22T01:23:40.404237] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-11-22T01:23:40.405107] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:40.405136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:40.405195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:40.470681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:40.471415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:40.471511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:40.471605] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:40.586768] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:40.586951] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:40.586997] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:40.587027] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:40.590458] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: DOWN (p=2.75%)
[2025-11-22T01:23:40.590775] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-11-22T01:23:40.745622] [INFO ] [FORECASTER] Starting predict_future for EME
[2025-11-22T01:23:40.746482] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:40.746510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:40.746566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:40.813566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:40.814605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:40.814730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:40.814771] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:40.939153] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:40.939345] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:40.939391] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:40.939422] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:40.942906] [DEBUG] [FORECASTER] EME: Forecast T+1@11:T+2@11: DOWN (p=29.79%)
[2025-11-22T01:23:40.943201] [INFO ] [FORECASTER] Completed predict_future for EME
[2025-11-22T01:23:41.101596] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-11-22T01:23:41.102482] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:41.102510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:41.102569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:41.171283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:41.172013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:41.172097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:41.172134] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:41.289588] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:41.289770] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:41.289814] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:41.289844] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:41.293176] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: UP (p=95.04%)
[2025-11-22T01:23:41.293464] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-11-22T01:23:41.452723] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-11-22T01:23:41.453631] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:41.453684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:41.453745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:41.525947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:41.526728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:41.526811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:41.526845] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:41.655400] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:41.655583] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:41.655627] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:41.655678] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:41.659259] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: DOWN (p=46.13%)
[2025-11-22T01:23:41.659559] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-11-22T01:23:41.821795] [INFO ] [FORECASTER] Starting predict_future for EMO
[2025-11-22T01:23:41.822778] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:41.822807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:41.822866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:41.890006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:41.890964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:41.891053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:41.891088] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:41.995569] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:41.995756] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:41.995796] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:41.995825] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:41.999209] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: UP (p=96.06%)
[2025-11-22T01:23:41.999486] [INFO ] [FORECASTER] Completed predict_future for EMO
[2025-11-22T01:23:42.149398] [INFO ] [FORECASTER] Starting predict_future for EMP
[2025-11-22T01:23:42.150265] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:42.150292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:42.150348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:42.214483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:42.215279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:42.215363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:42.215398] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:42.313043] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:42.313217] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:42.313258] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:42.313288] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:42.316591] [DEBUG] [FORECASTER] EMP: Forecast T+1@11:T+2@11: UP (p=61.27%)
[2025-11-22T01:23:42.316894] [INFO ] [FORECASTER] Completed predict_future for EMP
[2025-11-22T01:23:42.475044] [INFO ] [FORECASTER] Starting predict_future for EMR
[2025-11-22T01:23:42.476076] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:42.476115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:42.476204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:42.548442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:42.549435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:42.549556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:42.549595] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:42.661003] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:42.661183] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:42.661230] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:42.661272] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:42.664688] [DEBUG] [FORECASTER] EMR: Forecast T+1@11:T+2@11: UP (p=95.40%)
[2025-11-22T01:23:42.664970] [INFO ] [FORECASTER] Completed predict_future for EMR
[2025-11-22T01:23:42.827696] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-11-22T01:23:42.828610] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:42.828639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:42.828719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:42.892712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:42.893494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:42.893580] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:42.893613] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:42.999609] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:42.999786] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:42.999826] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:42.999856] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:43.003133] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: UP (p=64.45%)
[2025-11-22T01:23:43.003408] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-11-22T01:23:43.157582] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2025-11-22T01:23:43.158430] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:43.158457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:43.158515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:43.222222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:43.223010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:43.223093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:43.223127] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:43.324964] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:43.325143] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:43.325191] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:43.325220] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:43.328572] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: UP (p=52.06%)
[2025-11-22T01:23:43.328867] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2025-11-22T01:23:43.480002] [INFO ] [FORECASTER] Starting predict_future for ENO
[2025-11-22T01:23:43.481160] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:43.481190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:43.481248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:43.547290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:43.548054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:43.548137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:43.548173] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:43.640727] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:43.640880] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:43.640918] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:43.640948] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:43.644220] [DEBUG] [FORECASTER] ENO: Forecast T+1@11:T+2@11: UP (p=95.13%)
[2025-11-22T01:23:43.644494] [INFO ] [FORECASTER] Completed predict_future for ENO
[2025-11-22T01:23:43.798872] [INFO ] [FORECASTER] Starting predict_future for ENOV
[2025-11-22T01:23:43.799760] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:43.799786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:43.799843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:43.873689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:43.874531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:43.874617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:43.874671] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:43.985812] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:43.985973] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:43.986041] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:43.986102] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:43.991184] [DEBUG] [FORECASTER] ENOV: Forecast T+1@11:T+2@11: DOWN (p=35.08%)
[2025-11-22T01:23:43.991459] [INFO ] [FORECASTER] Completed predict_future for ENOV
[2025-11-22T01:23:44.141884] [INFO ] [FORECASTER] Starting predict_future for ENR
[2025-11-22T01:23:44.142799] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:44.142826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:44.142882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:44.206764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:44.207492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:44.207579] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:44.207613] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:44.309779] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:44.309959] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:44.310000] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:44.310028] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:44.313438] [DEBUG] [FORECASTER] ENR: Forecast T+1@11:T+2@11: UP (p=88.56%)
[2025-11-22T01:23:44.313750] [INFO ] [FORECASTER] Completed predict_future for ENR
[2025-11-22T01:23:44.464506] [INFO ] [FORECASTER] Starting predict_future for ENS
[2025-11-22T01:23:44.465416] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:44.465443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:44.465499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:44.529751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:44.530580] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:44.530700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:44.530737] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:44.625093] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:44.625266] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:44.625306] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:44.625336] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:44.628679] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: UP (p=95.71%)
[2025-11-22T01:23:44.628960] [INFO ] [FORECASTER] Completed predict_future for ENS
[2025-11-22T01:23:44.786510] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2025-11-22T01:23:44.787464] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:44.787491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:44.787549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:44.855171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:44.856034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:44.856118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:44.856152] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:44.951752] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:44.951920] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:44.951959] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:44.951989] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:44.955438] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: UP (p=65.86%)
[2025-11-22T01:23:44.955767] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2025-11-22T01:23:45.107353] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-11-22T01:23:45.108209] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:45.108253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:45.108313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:45.172768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:45.173353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:45.173433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:45.173467] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:45.294931] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:45.295118] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:45.295159] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:45.295188] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:45.298672] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: DOWN (p=13.83%)
[2025-11-22T01:23:45.298960] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-11-22T01:23:45.449276] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-11-22T01:23:45.450128] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:45.450156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:45.450213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:45.514962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:45.515588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:45.515689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:45.515724] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:45.632363] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:45.632502] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:45.632540] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:45.632569] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:45.635770] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: DOWN (p=4.48%)
[2025-11-22T01:23:45.636042] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-11-22T01:23:45.786019] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-11-22T01:23:45.786871] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:45.786898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:45.786956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:45.851442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:45.852073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:45.852153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:45.852187] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:45.953235] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:45.953399] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:45.953439] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:45.953476] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:45.956762] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: UP (p=98.81%)
[2025-11-22T01:23:45.957055] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-11-22T01:23:46.109790] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-11-22T01:23:46.110613] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:46.110663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:46.110725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:46.175511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:46.176121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:46.176202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:46.176264] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:46.251454] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:46.251589] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:46.251661] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:46.251695] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:46.254851] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: DOWN (p=12.92%)
[2025-11-22T01:23:46.255118] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-11-22T01:23:46.406232] [INFO ] [FORECASTER] Starting predict_future for EOT
[2025-11-22T01:23:46.407102] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:46.407131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:46.407188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:46.472250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:46.472878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:46.472959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:46.472992] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:46.544799] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:46.544953] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:46.544993] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:46.545022] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:46.548333] [DEBUG] [FORECASTER] EOT: Forecast T+1@11:T+2@11: UP (p=76.58%)
[2025-11-22T01:23:46.548606] [INFO ] [FORECASTER] Completed predict_future for EOT
[2025-11-22T01:23:46.698745] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2025-11-22T01:23:46.699566] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:46.699594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:46.699674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:46.763969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:46.764573] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:46.764672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:46.764709] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:46.865672] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:46.865783] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:46.865822] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:46.865850] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:46.869155] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: UP (p=98.68%)
[2025-11-22T01:23:46.869429] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2025-11-22T01:23:47.025568] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2025-11-22T01:23:47.026420] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:47.026449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:47.026508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:47.091543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:47.092431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:47.092519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:47.092553] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:47.195362] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:47.195503] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:47.195543] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:47.195572] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:47.198836] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: DOWN (p=9.65%)
[2025-11-22T01:23:47.199121] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2025-11-22T01:23:47.350172] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-11-22T01:23:47.351010] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:47.351037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:47.351106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:47.416745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:47.417377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:47.417460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:47.417492] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:47.514568] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:47.514723] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:47.514763] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:47.514791] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:47.518032] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: DOWN (p=0.78%)
[2025-11-22T01:23:47.518335] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-11-22T01:23:47.671883] [INFO ] [FORECASTER] Starting predict_future for EPD
[2025-11-22T01:23:47.672860] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:47.672890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:47.672948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:47.738976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:47.739947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:47.740034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:47.740068] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:47.844562] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:47.844754] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:47.844802] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:47.844832] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:47.848331] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: DOWN (p=20.30%)
[2025-11-22T01:23:47.848620] [INFO ] [FORECASTER] Completed predict_future for EPD
[2025-11-22T01:23:48.000433] [INFO ] [FORECASTER] Starting predict_future for EPR
[2025-11-22T01:23:48.001296] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:48.001324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:48.001380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:48.066101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:48.066888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:48.066971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:48.067005] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:48.156814] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:48.156989] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:48.157048] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:48.157085] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:48.160600] [DEBUG] [FORECASTER] EPR: Forecast T+1@11:T+2@11: UP (p=97.72%)
[2025-11-22T01:23:48.160909] [INFO ] [FORECASTER] Completed predict_future for EPR
[2025-11-22T01:23:48.313752] [INFO ] [FORECASTER] Starting predict_future for EPRT
[2025-11-22T01:23:48.314695] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:48.314736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:48.314814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:48.381301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:48.382060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:48.382144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:48.382181] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:48.479721] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:48.479895] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:48.479949] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:48.480008] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:48.483913] [DEBUG] [FORECASTER] EPRT: Forecast T+1@11:T+2@11: DOWN (p=21.17%)
[2025-11-22T01:23:48.484258] [INFO ] [FORECASTER] Completed predict_future for EPRT
[2025-11-22T01:23:48.638856] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2025-11-22T01:23:48.639767] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:48.639796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:48.639853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:48.708441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:48.709179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:48.709277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:48.709312] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:48.806702] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:48.806861] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:48.806901] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:48.806929] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:48.810335] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: UP (p=95.70%)
[2025-11-22T01:23:48.810608] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2025-11-22T01:23:48.966080] [INFO ] [FORECASTER] Starting predict_future for EQH
[2025-11-22T01:23:48.966993] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:48.967024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:48.967110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:49.037841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:49.038878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:49.038965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:49.038998] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:49.142976] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:49.143124] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:49.143164] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:49.143193] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:49.146418] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: UP (p=94.37%)
[2025-11-22T01:23:49.146718] [INFO ] [FORECASTER] Completed predict_future for EQH
[2025-11-22T01:23:49.297444] [INFO ] [FORECASTER] Starting predict_future for EQNR
[2025-11-22T01:23:49.298295] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:49.298322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:49.298378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:49.364496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:49.365137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:49.365233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:49.365273] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:49.464583] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:49.464720] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:49.464758] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:49.464821] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:49.470347] [DEBUG] [FORECASTER] EQNR: Forecast T+1@11:T+2@11: DOWN (p=2.49%)
[2025-11-22T01:23:49.470618] [INFO ] [FORECASTER] Completed predict_future for EQNR
[2025-11-22T01:23:49.626348] [INFO ] [FORECASTER] Starting predict_future for EQR
[2025-11-22T01:23:49.627223] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:49.627256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:49.627320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:49.692790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:49.693367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:49.693444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:49.693476] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:49.789924] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:49.790056] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:49.790097] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:49.790126] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:49.793321] [DEBUG] [FORECASTER] EQR: Forecast T+1@11:T+2@11: DOWN (p=43.64%)
[2025-11-22T01:23:49.793591] [INFO ] [FORECASTER] Completed predict_future for EQR
[2025-11-22T01:23:49.947683] [INFO ] [FORECASTER] Starting predict_future for EQT
[2025-11-22T01:23:49.948537] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:49.948565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:49.948622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:50.013687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:50.014430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:50.014513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:50.014546] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:50.118313] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:50.118438] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:50.118478] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:50.118509] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:50.121758] [DEBUG] [FORECASTER] EQT: Forecast T+1@11:T+2@11: DOWN (p=18.22%)
[2025-11-22T01:23:50.122032] [INFO ] [FORECASTER] Completed predict_future for EQT
[2025-11-22T01:23:50.272000] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-11-22T01:23:50.272843] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:50.272873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:50.272933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:50.337957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:50.338534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:50.338614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:50.338666] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:50.437728] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:50.437827] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:50.437862] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:50.437898] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:50.440964] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: DOWN (p=4.07%)
[2025-11-22T01:23:50.441230] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-11-22T01:23:50.591084] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-11-22T01:23:50.591929] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:50.591956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:50.592012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:50.659835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:50.660497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:50.660584] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:50.660618] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:50.760300] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:50.760439] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:50.760477] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:50.760539] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:50.763756] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: DOWN (p=9.42%)
[2025-11-22T01:23:50.764029] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-11-22T01:23:50.918021] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2025-11-22T01:23:50.918903] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:50.918930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:50.918987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:50.988149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:50.988967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:50.989055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:50.989089] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:51.084704] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:51.084858] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:51.084897] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:51.084927] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:51.088230] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: DOWN (p=45.24%)
[2025-11-22T01:23:51.088507] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2025-11-22T01:23:51.238134] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-11-22T01:23:51.238977] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:51.239005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:51.239063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:51.302559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:51.303169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:51.303248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:51.303280] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:51.405563] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:51.405756] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:51.405800] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:51.405831] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:51.409314] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: UP (p=85.80%)
[2025-11-22T01:23:51.409611] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-11-22T01:23:51.562687] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-11-22T01:23:51.563556] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:51.563585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:51.563666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:51.630946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:51.631732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:51.631819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:51.631887] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:51.741551] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:51.741720] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:51.741761] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:51.741790] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:51.745338] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: DOWN (p=7.08%)
[2025-11-22T01:23:51.745659] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-11-22T01:23:51.902142] [INFO ] [FORECASTER] Starting predict_future for ESNT
[2025-11-22T01:23:51.902998] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:51.903024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:51.903080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:51.971285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:51.972032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:51.972120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:51.972157] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:52.073222] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:52.073378] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:52.073418] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:52.073446] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:52.076881] [DEBUG] [FORECASTER] ESNT: Forecast T+1@11:T+2@11: DOWN (p=11.11%)
[2025-11-22T01:23:52.077212] [INFO ] [FORECASTER] Completed predict_future for ESNT
[2025-11-22T01:23:52.232082] [INFO ] [FORECASTER] Starting predict_future for ESRT
[2025-11-22T01:23:52.232931] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:52.232959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:52.233016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:52.297605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:52.298283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:52.298365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:52.298398] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:52.403212] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:52.403409] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:52.403455] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:52.403486] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:52.406941] [DEBUG] [FORECASTER] ESRT: Forecast T+1@11:T+2@11: UP (p=78.37%)
[2025-11-22T01:23:52.407241] [INFO ] [FORECASTER] Completed predict_future for ESRT
[2025-11-22T01:23:52.564630] [INFO ] [FORECASTER] Starting predict_future for ESS
[2025-11-22T01:23:52.565617] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:52.565665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:52.565725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:52.631222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:52.631883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:52.631963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:52.631997] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:52.734700] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:52.734854] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:52.734893] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:52.734922] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:52.741768] [DEBUG] [FORECASTER] ESS: Forecast T+1@11:T+2@11: DOWN (p=19.47%)
[2025-11-22T01:23:52.742085] [INFO ] [FORECASTER] Completed predict_future for ESS
[2025-11-22T01:23:52.895711] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2025-11-22T01:23:52.896539] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:52.896567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:52.896624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:52.961989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:52.962619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:52.962718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:52.962752] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:53.084980] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:53.085143] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:53.085183] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:53.085211] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:53.088551] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: DOWN (p=18.14%)
[2025-11-22T01:23:53.088935] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2025-11-22T01:23:53.244960] [INFO ] [FORECASTER] Starting predict_future for ET
[2025-11-22T01:23:53.246249] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:53.246285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:53.246377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:53.321249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:53.322478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:53.322593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:53.322662] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:53.450570] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:53.450825] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:53.450872] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:53.450904] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:53.454914] [DEBUG] [FORECASTER] ET: Forecast T+1@11:T+2@11: UP (p=53.59%)
[2025-11-22T01:23:53.455333] [INFO ] [FORECASTER] Completed predict_future for ET
[2025-11-22T01:23:53.623856] [INFO ] [FORECASTER] Starting predict_future for ETB
[2025-11-22T01:23:53.624813] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:53.624841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:53.624898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:53.692528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:53.693314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:53.693406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:53.693440] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:53.774255] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:53.774426] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:53.774468] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:53.774500] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:53.777934] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: DOWN (p=18.68%)
[2025-11-22T01:23:53.778223] [INFO ] [FORECASTER] Completed predict_future for ETB
[2025-11-22T01:23:53.933492] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-11-22T01:23:53.934487] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:53.934517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:53.934575] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:54.006258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:54.007328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:54.007439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:54.007476] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:54.126292] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:54.126467] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:54.126509] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:54.126539] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:54.130235] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: DOWN (p=40.52%)
[2025-11-22T01:23:54.130541] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-11-22T01:23:54.290334] [INFO ] [FORECASTER] Starting predict_future for ETG
[2025-11-22T01:23:54.291296] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:54.291325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:54.291392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:54.360398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:54.361302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:54.361429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:54.361466] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:54.481575] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:54.481779] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:54.481824] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:54.481855] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:54.485503] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: UP (p=86.90%)
[2025-11-22T01:23:54.485825] [INFO ] [FORECASTER] Completed predict_future for ETG
[2025-11-22T01:23:54.646011] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-11-22T01:23:54.646964] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:54.646993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:54.647080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:54.716292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:54.717093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:54.717182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:54.717217] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:54.832945] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:54.833162] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:54.833215] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:54.833247] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:54.836960] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: UP (p=62.68%)
[2025-11-22T01:23:54.837305] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-11-22T01:23:54.995451] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-11-22T01:23:54.996339] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:54.996373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:54.996438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:55.062741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:55.063593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:55.063706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:55.063744] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:55.188045] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:55.188220] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:55.188263] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:55.188298] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:55.192685] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: UP (p=83.26%)
[2025-11-22T01:23:55.192973] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-11-22T01:23:55.347709] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-11-22T01:23:55.348723] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:55.348752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:55.348813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:55.415720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:55.417189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:55.417331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:55.417396] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:55.531199] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:55.531393] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:55.531435] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:55.531464] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:55.534957] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: DOWN (p=10.59%)
[2025-11-22T01:23:55.535285] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-11-22T01:23:55.689327] [INFO ] [FORECASTER] Starting predict_future for ETR
[2025-11-22T01:23:55.690200] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:55.690228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:55.690286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:55.757505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:55.758203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:55.758288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:55.758324] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:55.871513] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:55.871730] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:55.871774] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:55.871804] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:55.875254] [DEBUG] [FORECASTER] ETR: Forecast T+1@11:T+2@11: DOWN (p=38.41%)
[2025-11-22T01:23:55.875558] [INFO ] [FORECASTER] Completed predict_future for ETR
[2025-11-22T01:23:56.030402] [INFO ] [FORECASTER] Starting predict_future for ETSY
[2025-11-22T01:23:56.031284] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:56.031312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:56.031370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:56.100722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:56.101404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:56.101497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:56.101540] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:56.215584] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:56.215780] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:56.215821] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:56.215851] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:56.219378] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: UP (p=77.03%)
[2025-11-22T01:23:56.219753] [INFO ] [FORECASTER] Completed predict_future for ETSY
[2025-11-22T01:23:56.422612] [INFO ] [FORECASTER] Starting predict_future for ETV
[2025-11-22T01:23:56.423492] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:56.423520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:56.423578] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:56.490011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:56.490860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:56.490947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:56.490982] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:56.599009] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:56.599157] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:56.599196] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:56.599225] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:56.603493] [DEBUG] [FORECASTER] ETV: Forecast T+1@11:T+2@11: UP (p=90.42%)
[2025-11-22T01:23:56.603796] [INFO ] [FORECASTER] Completed predict_future for ETV
[2025-11-22T01:23:56.755167] [INFO ] [FORECASTER] Starting predict_future for ETW
[2025-11-22T01:23:56.756045] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:56.756072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:56.756129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:56.820709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:56.821412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:56.821501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:56.821556] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:56.929171] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:56.929391] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:56.929435] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:56.929466] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:56.933061] [DEBUG] [FORECASTER] ETW: Forecast T+1@11:T+2@11: UP (p=69.05%)
[2025-11-22T01:23:56.933350] [INFO ] [FORECASTER] Completed predict_future for ETW
[2025-11-22T01:23:57.093033] [INFO ] [FORECASTER] Starting predict_future for ETX
[2025-11-22T01:23:57.094173] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:57.094217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:57.094306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:57.169856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:57.170799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:57.170888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:57.170923] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:57.275803] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:57.275978] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:57.276020] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:57.276050] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:57.279574] [DEBUG] [FORECASTER] ETX: Forecast T+1@11:T+2@11: UP (p=96.92%)
[2025-11-22T01:23:57.279884] [INFO ] [FORECASTER] Completed predict_future for ETX
[2025-11-22T01:23:57.432844] [INFO ] [FORECASTER] Starting predict_future for ETY
[2025-11-22T01:23:57.433728] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:57.433757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:57.433818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:57.500735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:57.501638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:57.501752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:57.501789] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:57.607127] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:57.607303] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:57.607344] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:57.607373] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:57.610769] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: UP (p=78.43%)
[2025-11-22T01:23:57.611056] [INFO ] [FORECASTER] Completed predict_future for ETY
[2025-11-22T01:23:57.763845] [INFO ] [FORECASTER] Starting predict_future for EVC
[2025-11-22T01:23:57.764746] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:57.764774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:57.764832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:57.833483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:57.834305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:57.834393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:57.834428] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:57.949533] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:57.949774] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:57.949825] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:57.949859] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:57.953474] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: UP (p=68.37%)
[2025-11-22T01:23:57.953821] [INFO ] [FORECASTER] Completed predict_future for EVC
[2025-11-22T01:23:58.115960] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2025-11-22T01:23:58.116845] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:58.116875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:58.116932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:58.181351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:58.181960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:58.182040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:58.182074] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:58.284047] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:58.284173] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:58.284210] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:58.284239] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:58.287392] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: DOWN (p=35.23%)
[2025-11-22T01:23:58.287687] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2025-11-22T01:23:58.440691] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-11-22T01:23:58.441545] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:58.441574] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:58.441632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:58.520787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:58.521706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:58.521797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:58.521831] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:58.637253] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:58.637428] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:58.637471] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:58.637503] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:58.641100] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: DOWN (p=15.77%)
[2025-11-22T01:23:58.641413] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-11-22T01:23:58.796146] [INFO ] [FORECASTER] Starting predict_future for EVG
[2025-11-22T01:23:58.797007] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:58.797059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:58.797121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:58.868233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:58.869050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:58.869135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:58.869169] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:59.011272] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:59.011444] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:59.011489] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:59.011518] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:59.014883] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: UP (p=75.11%)
[2025-11-22T01:23:59.015161] [INFO ] [FORECASTER] Completed predict_future for EVG
[2025-11-22T01:23:59.171573] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-11-22T01:23:59.172446] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:59.172474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:59.172532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:59.239221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:59.239868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:59.239950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:59.239985] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:59.363284] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:59.363456] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:59.363496] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:59.363536] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:59.366940] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: DOWN (p=5.24%)
[2025-11-22T01:23:59.367280] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-11-22T01:23:59.529284] [INFO ] [FORECASTER] Starting predict_future for EVN
[2025-11-22T01:23:59.530217] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:59.530248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:59.530308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:23:59.599383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:23:59.600167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:23:59.600255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:23:59.600292] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:23:59.759714] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:23:59.759920] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:23:59.759989] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:23:59.760034] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:23:59.764161] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: UP (p=61.49%)
[2025-11-22T01:23:59.764459] [INFO ] [FORECASTER] Completed predict_future for EVN
[2025-11-22T01:23:59.946505] [INFO ] [FORECASTER] Starting predict_future for EVR
[2025-11-22T01:23:59.947402] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:23:59.947435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:23:59.947528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:00.014014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:00.014904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:00.014991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:00.015025] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:00.135927] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:00.136094] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:00.136134] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:00.136163] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:00.139478] [DEBUG] [FORECASTER] EVR: Forecast T+1@11:T+2@11: DOWN (p=37.02%)
[2025-11-22T01:24:00.139780] [INFO ] [FORECASTER] Completed predict_future for EVR
[2025-11-22T01:24:00.290491] [INFO ] [FORECASTER] Starting predict_future for EVT
[2025-11-22T01:24:00.291343] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:00.291372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:00.291429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:00.356208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:00.356847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:00.356927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:00.356961] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:00.468999] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:00.469211] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:00.469259] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:00.469290] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:00.472777] [DEBUG] [FORECASTER] EVT: Forecast T+1@11:T+2@11: DOWN (p=43.97%)
[2025-11-22T01:24:00.473068] [INFO ] [FORECASTER] Completed predict_future for EVT
[2025-11-22T01:24:00.624478] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-11-22T01:24:00.625343] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:00.625369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:00.625427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:00.690216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:00.690865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:00.690945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:00.690979] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:00.810230] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:00.810376] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:00.810413] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:00.810442] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:00.813663] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: UP (p=84.46%)
[2025-11-22T01:24:00.813941] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-11-22T01:24:00.965346] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2025-11-22T01:24:00.966204] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:00.966231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:00.966288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:01.033346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:01.034279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:01.034372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:01.034408] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:01.686703] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:01.686893] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:01.686937] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:01.686967] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:01.690353] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: DOWN (p=9.43%)
[2025-11-22T01:24:01.691047] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2025-11-22T01:24:01.845026] [INFO ] [FORECASTER] Starting predict_future for EW
[2025-11-22T01:24:01.845934] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:01.845963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:01.846023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:01.912183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:01.913081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:01.913172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:01.913207] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:02.075716] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:02.075895] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:02.075938] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:02.075968] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:02.079488] [DEBUG] [FORECASTER] EW: Forecast T+1@11:T+2@11: DOWN (p=47.24%)
[2025-11-22T01:24:02.079862] [INFO ] [FORECASTER] Completed predict_future for EW
[2025-11-22T01:24:02.230340] [INFO ] [FORECASTER] Starting predict_future for EXG
[2025-11-22T01:24:02.231304] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:02.231333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:02.231393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:02.300179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:02.301242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:02.301336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:02.301372] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:02.415953] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:02.416141] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:02.416182] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:02.416212] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:02.419694] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: DOWN (p=32.39%)
[2025-11-22T01:24:02.419991] [INFO ] [FORECASTER] Completed predict_future for EXG
[2025-11-22T01:24:02.572585] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-11-22T01:24:02.573486] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:02.573514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:02.573570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:02.637973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:02.638847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:02.638931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:02.638964] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:02.771726] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:02.771898] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:02.771940] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:02.771970] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:02.775326] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: UP (p=74.31%)
[2025-11-22T01:24:02.775606] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-11-22T01:24:02.935609] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-11-22T01:24:02.936508] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:02.936536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:02.936593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:03.005675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:03.006563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:03.006671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:03.006713] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:03.118241] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:03.118389] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:03.118428] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:03.118457] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:03.121712] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: UP (p=73.94%)
[2025-11-22T01:24:03.121991] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-11-22T01:24:03.272124] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2025-11-22T01:24:03.272976] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:03.273002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:03.273059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:03.337477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:03.338297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:03.338378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:03.338412] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:03.447948] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:03.448094] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:03.448131] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:03.448159] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:03.451383] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: DOWN (p=2.42%)
[2025-11-22T01:24:03.451683] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2025-11-22T01:24:03.603793] [INFO ] [FORECASTER] Starting predict_future for EXR
[2025-11-22T01:24:03.604654] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:03.604699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:03.604759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:03.670966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:03.671668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:03.671756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:03.671790] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:03.784192] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:03.784382] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:03.784427] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:03.784456] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:03.787958] [DEBUG] [FORECASTER] EXR: Forecast T+1@11:T+2@11: UP (p=71.77%)
[2025-11-22T01:24:03.788249] [INFO ] [FORECASTER] Completed predict_future for EXR
[2025-11-22T01:24:03.938235] [INFO ] [FORECASTER] Starting predict_future for F
[2025-11-22T01:24:03.939098] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:03.939125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:03.939188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:04.003886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:04.004474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:04.004558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:04.004595] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:04.119046] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:04.119230] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:04.119272] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:04.119302] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:04.123070] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: UP (p=85.85%)
[2025-11-22T01:24:04.123462] [INFO ] [FORECASTER] Completed predict_future for F
[2025-11-22T01:24:04.273013] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-11-22T01:24:04.273861] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:04.273889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:04.273946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:04.338705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:04.339521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:04.339605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:04.339640] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:04.451293] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:04.451471] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:04.451511] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:04.451541] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:04.454900] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: DOWN (p=6.55%)
[2025-11-22T01:24:04.455178] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-11-22T01:24:04.606722] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-11-22T01:24:04.607571] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:04.607598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:04.607678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:04.673596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:04.674251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:04.674333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:04.674368] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:04.788695] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:04.788861] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:04.788919] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:04.788950] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:04.792317] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: UP (p=94.60%)
[2025-11-22T01:24:04.792594] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-11-22T01:24:04.944310] [INFO ] [FORECASTER] Starting predict_future for FBK
[2025-11-22T01:24:04.945164] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:04.945192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:04.945249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:05.011091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:05.011970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:05.012062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:05.012096] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:05.121983] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:05.122150] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:05.122191] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:05.122219] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:05.125526] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: UP (p=99.00%)
[2025-11-22T01:24:05.125826] [INFO ] [FORECASTER] Completed predict_future for FBK
[2025-11-22T01:24:05.289957] [INFO ] [FORECASTER] Starting predict_future for FBP
[2025-11-22T01:24:05.290836] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:05.290863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:05.290921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:05.355901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:05.356775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:05.356861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:05.356896] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:05.483497] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:05.483697] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:05.483740] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:05.483768] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:05.487264] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: UP (p=64.19%)
[2025-11-22T01:24:05.487566] [INFO ] [FORECASTER] Completed predict_future for FBP
[2025-11-22T01:24:05.638790] [INFO ] [FORECASTER] Starting predict_future for FBRT
[2025-11-22T01:24:05.639636] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:05.639687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:05.639746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:05.703583] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:05.704495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:05.704585] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:05.704619] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:05.848213] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:05.848377] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:05.848416] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:05.848445] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:05.851756] [DEBUG] [FORECASTER] FBRT: Forecast T+1@11:T+2@11: UP (p=97.61%)
[2025-11-22T01:24:05.852032] [INFO ] [FORECASTER] Completed predict_future for FBRT
[2025-11-22T01:24:06.004157] [INFO ] [FORECASTER] Starting predict_future for FC
[2025-11-22T01:24:06.005071] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:06.005100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:06.005173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:06.069897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:06.070939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:06.071028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:06.071062] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:06.207557] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:06.207759] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:06.207802] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:06.207832] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:06.211311] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: UP (p=52.92%)
[2025-11-22T01:24:06.211590] [INFO ] [FORECASTER] Completed predict_future for FC
[2025-11-22T01:24:06.362752] [INFO ] [FORECASTER] Starting predict_future for FCF
[2025-11-22T01:24:06.363633] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:06.363695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:06.363783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:06.427856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:06.428801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:06.428886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:06.428920] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:06.535255] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:06.535426] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:06.535466] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:06.535496] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:06.538972] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: UP (p=96.72%)
[2025-11-22T01:24:06.539248] [INFO ] [FORECASTER] Completed predict_future for FCF
[2025-11-22T01:24:06.689572] [INFO ] [FORECASTER] Starting predict_future for FCN
[2025-11-22T01:24:06.690450] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:06.690479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:06.690535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:06.754695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:06.755297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:06.755378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:06.755411] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:06.856380] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:06.856535] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:06.856577] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:06.856608] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:06.859895] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: UP (p=89.58%)
[2025-11-22T01:24:06.860167] [INFO ] [FORECASTER] Completed predict_future for FCN
[2025-11-22T01:24:07.009469] [INFO ] [FORECASTER] Starting predict_future for FCPT
[2025-11-22T01:24:07.010328] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:07.010355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:07.010412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:07.074600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:07.075264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:07.075343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:07.075376] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:07.178992] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:07.179150] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:07.179189] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:07.179237] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:07.182441] [DEBUG] [FORECASTER] FCPT: Forecast T+1@11:T+2@11: DOWN (p=30.89%)
[2025-11-22T01:24:07.182739] [INFO ] [FORECASTER] Completed predict_future for FCPT
[2025-11-22T01:24:07.333338] [INFO ] [FORECASTER] Starting predict_future for FCT
[2025-11-22T01:24:07.334190] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:07.334218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:07.334275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:07.398866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:07.399520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:07.399604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:07.399638] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:07.505911] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:07.506055] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:07.506094] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:07.506123] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:07.509522] [DEBUG] [FORECASTER] FCT: Forecast T+1@11:T+2@11: UP (p=58.95%)
[2025-11-22T01:24:07.510385] [INFO ] [FORECASTER] Completed predict_future for FCT
[2025-11-22T01:24:07.663471] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-11-22T01:24:07.664352] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:07.664380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:07.664436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:07.737271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:07.738173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:07.738261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:07.738297] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:07.849160] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:07.849327] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:07.849375] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:07.849405] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:07.853316] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: UP (p=57.26%)
[2025-11-22T01:24:07.853603] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-11-22T01:24:08.009686] [INFO ] [FORECASTER] Starting predict_future for FDP
[2025-11-22T01:24:08.010511] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:08.010538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:08.010594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:08.081364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:08.082166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:08.082252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:08.082289] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:08.194139] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:08.194326] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:08.194369] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:08.194399] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:08.197886] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: DOWN (p=24.91%)
[2025-11-22T01:24:08.198172] [INFO ] [FORECASTER] Completed predict_future for FDP
[2025-11-22T01:24:08.354368] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-11-22T01:24:08.355263] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:08.355291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:08.355347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:08.421329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:08.421985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:08.422067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:08.422102] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:08.535934] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:08.536102] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:08.536141] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:08.536170] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:08.539553] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: UP (p=98.06%)
[2025-11-22T01:24:08.539853] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-11-22T01:24:08.693924] [INFO ] [FORECASTER] Starting predict_future for FDX
[2025-11-22T01:24:08.694777] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:08.694804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:08.694861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:08.762355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:08.763133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:08.763217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:08.763253] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:08.879431] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:08.879600] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:08.879670] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:08.879710] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:08.883124] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: DOWN (p=6.99%)
[2025-11-22T01:24:08.883402] [INFO ] [FORECASTER] Completed predict_future for FDX
[2025-11-22T01:24:09.042741] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-11-22T01:24:09.043603] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:09.043632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:09.043717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:09.111884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:09.112551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:09.112634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:09.112692] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:09.225412] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:09.225576] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:09.225617] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:09.225665] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:09.229026] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: UP (p=93.53%)
[2025-11-22T01:24:09.229312] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-11-22T01:24:09.383620] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-11-22T01:24:09.384504] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:09.384531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:09.384589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:09.452488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:09.453206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:09.453292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:09.453327] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:09.568771] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:09.568932] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:09.568972] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:09.569020] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:09.572376] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: UP (p=75.12%)
[2025-11-22T01:24:09.572679] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-11-22T01:24:09.724967] [INFO ] [FORECASTER] Starting predict_future for FET
[2025-11-22T01:24:09.725824] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:09.725851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:09.725909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:09.790530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:09.791189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:09.791269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:09.791303] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:09.904278] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:09.904463] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:09.904509] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:09.904538] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:09.908070] [DEBUG] [FORECASTER] FET: Forecast T+1@11:T+2@11: UP (p=65.90%)
[2025-11-22T01:24:09.908354] [INFO ] [FORECASTER] Completed predict_future for FET
[2025-11-22T01:24:10.070219] [INFO ] [FORECASTER] Starting predict_future for FF
[2025-11-22T01:24:10.071197] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:10.071240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:10.071325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:10.143790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:10.144728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:10.144813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:10.144849] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:10.265545] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:10.265725] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:10.265771] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:10.265803] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:10.269459] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: DOWN (p=12.96%)
[2025-11-22T01:24:10.269765] [INFO ] [FORECASTER] Completed predict_future for FF
[2025-11-22T01:24:10.423431] [INFO ] [FORECASTER] Starting predict_future for FFA
[2025-11-22T01:24:10.424334] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:10.424368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:10.424429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:10.491809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:10.492592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:10.492702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:10.492739] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:10.613625] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:10.613812] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:10.613853] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:10.613881] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:10.617228] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: UP (p=85.95%)
[2025-11-22T01:24:10.617506] [INFO ] [FORECASTER] Completed predict_future for FFA
[2025-11-22T01:24:10.777347] [INFO ] [FORECASTER] Starting predict_future for FFC
[2025-11-22T01:24:10.778245] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:10.778275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:10.778335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:10.847196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:10.848118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:10.848203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:10.848239] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:10.965636] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:10.965830] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:10.965872] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:10.965903] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:10.969337] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: UP (p=66.12%)
[2025-11-22T01:24:10.969622] [INFO ] [FORECASTER] Completed predict_future for FFC
[2025-11-22T01:24:11.123040] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-11-22T01:24:11.123947] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:11.123987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:11.124062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:11.191428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:11.192250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:11.192339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:11.192374] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:11.306758] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:11.306924] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:11.306964] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:11.306993] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:11.310325] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: UP (p=99.25%)
[2025-11-22T01:24:11.310602] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-11-22T01:24:11.465273] [INFO ] [FORECASTER] Starting predict_future for FG
[2025-11-22T01:24:11.466179] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:11.466207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:11.466265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:11.532683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:11.533365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:11.533448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:11.533482] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:11.653361] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:11.653532] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:11.653572] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:11.653601] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:11.657166] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: UP (p=87.42%)
[2025-11-22T01:24:11.657450] [INFO ] [FORECASTER] Completed predict_future for FG
[2025-11-22T01:24:11.812155] [INFO ] [FORECASTER] Starting predict_future for FHI
[2025-11-22T01:24:11.813011] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:11.813040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:11.813096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:11.878092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:11.878868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:11.878952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:11.878986] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:12.004223] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:12.004394] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:12.004434] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:12.004464] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:12.008218] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: DOWN (p=9.55%)
[2025-11-22T01:24:12.008518] [INFO ] [FORECASTER] Completed predict_future for FHI
[2025-11-22T01:24:12.158482] [INFO ] [FORECASTER] Starting predict_future for FHN
[2025-11-22T01:24:12.159362] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:12.159389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:12.159476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:12.224466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:12.225289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:12.225372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:12.225406] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:12.342398] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:12.342572] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:12.342612] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:12.342660] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:12.346037] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: DOWN (p=6.22%)
[2025-11-22T01:24:12.346310] [INFO ] [FORECASTER] Completed predict_future for FHN
[2025-11-22T01:24:12.499057] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-11-22T01:24:12.500003] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:12.500029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:12.500085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:12.564880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:12.565799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:12.565898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:12.565931] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:12.667180] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:12.667379] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:12.667421] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:12.667450] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:12.670820] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: DOWN (p=6.44%)
[2025-11-22T01:24:12.671095] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-11-22T01:24:12.826508] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-11-22T01:24:12.827402] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:12.827429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:12.827486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:12.893474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:12.894341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:12.894424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:12.894458] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:12.999798] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:12.999970] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:13.000011] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:13.000042] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:13.003353] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: DOWN (p=4.84%)
[2025-11-22T01:24:13.003627] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-11-22T01:24:13.158099] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2025-11-22T01:24:13.158949] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:13.158975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:13.159031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:13.223631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:13.224264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:13.224361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:13.224395] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:13.326608] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:13.326773] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:13.326812] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:13.326841] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:13.330112] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: UP (p=52.51%)
[2025-11-22T01:24:13.330417] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2025-11-22T01:24:13.482539] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-11-22T01:24:13.483375] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:13.483403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:13.483460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:13.547784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:13.548435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:13.548524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:13.548560] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:13.646223] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:13.646345] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:13.646381] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:13.646410] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:13.649632] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: UP (p=94.27%)
[2025-11-22T01:24:13.649924] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-11-22T01:24:13.800562] [INFO ] [FORECASTER] Starting predict_future for FINV
[2025-11-22T01:24:13.801437] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:13.801464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:13.801520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:13.866976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:13.867604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:13.867713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:13.867757] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:13.974626] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:13.974793] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:13.974834] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:13.974865] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:13.978186] [DEBUG] [FORECASTER] FINV: Forecast T+1@11:T+2@11: DOWN (p=7.22%)
[2025-11-22T01:24:13.978468] [INFO ] [FORECASTER] Completed predict_future for FINV
[2025-11-22T01:24:14.132210] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-11-22T01:24:14.133065] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:14.133093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:14.133151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:14.200244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:14.200864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:14.200944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:14.200980] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:14.313709] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:14.313855] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:14.313893] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:14.313922] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:14.317167] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: UP (p=66.11%)
[2025-11-22T01:24:14.317458] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-11-22T01:24:14.469150] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-11-22T01:24:14.470000] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:14.470028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:14.470085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:14.535514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:14.536130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:14.536211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:14.536244] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:14.640894] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:14.641140] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:14.641179] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:14.641207] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:14.644479] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: UP (p=78.51%)
[2025-11-22T01:24:14.644771] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-11-22T01:24:14.799623] [INFO ] [FORECASTER] Starting predict_future for FLC
[2025-11-22T01:24:14.800472] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:14.800500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:14.800558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:14.866317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:14.866947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:14.867027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:14.867071] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:14.965916] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:14.966070] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:14.966107] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:14.966136] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:14.969425] [DEBUG] [FORECASTER] FLC: Forecast T+1@11:T+2@11: DOWN (p=11.70%)
[2025-11-22T01:24:14.969716] [INFO ] [FORECASTER] Completed predict_future for FLC
[2025-11-22T01:24:15.122598] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-11-22T01:24:15.123463] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:15.123490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:15.123547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:15.189356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:15.190005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:15.190085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:15.190118] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:15.284162] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:15.284315] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:15.284354] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:15.284383] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:15.287686] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: UP (p=91.24%)
[2025-11-22T01:24:15.287991] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-11-22T01:24:15.439112] [INFO ] [FORECASTER] Starting predict_future for FLO
[2025-11-22T01:24:15.439994] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:15.440021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:15.440079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:15.508583] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:15.509300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:15.509380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:15.509431] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:15.605127] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:15.605258] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:15.605297] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:15.605327] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:15.608629] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=1.93%)
[2025-11-22T01:24:15.608926] [INFO ] [FORECASTER] Completed predict_future for FLO
[2025-11-22T01:24:15.759753] [INFO ] [FORECASTER] Starting predict_future for FLR
[2025-11-22T01:24:15.760573] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:15.760600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:15.760682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:15.826003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:15.826664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:15.826745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:15.826778] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:15.922246] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:15.922392] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:15.922430] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:15.922460] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:15.925714] [DEBUG] [FORECASTER] FLR: Forecast T+1@11:T+2@11: UP (p=56.56%)
[2025-11-22T01:24:15.925987] [INFO ] [FORECASTER] Completed predict_future for FLR
[2025-11-22T01:24:16.075415] [INFO ] [FORECASTER] Starting predict_future for FLS
[2025-11-22T01:24:16.076289] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:16.076317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:16.076386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:16.141426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:16.142024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:16.142103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:16.142136] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:16.251417] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:16.251601] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:16.251665] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:16.251701] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:16.255449] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: DOWN (p=10.52%)
[2025-11-22T01:24:16.255771] [INFO ] [FORECASTER] Completed predict_future for FLS
[2025-11-22T01:24:16.420406] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-11-22T01:24:16.421277] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:16.421304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:16.421361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:16.494137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:16.495008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:16.495117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:16.495171] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:16.626217] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:16.626448] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:16.626514] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:16.626564] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:16.631029] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: UP (p=87.28%)
[2025-11-22T01:24:16.631423] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-11-22T01:24:16.812905] [INFO ] [FORECASTER] Starting predict_future for FMN
[2025-11-22T01:24:16.813829] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:16.813856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:16.813914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:16.881556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:16.882489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:16.882591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:16.882627] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:16.981377] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:16.981554] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:16.981596] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:16.981625] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:16.985135] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: DOWN (p=2.16%)
[2025-11-22T01:24:16.985445] [INFO ] [FORECASTER] Completed predict_future for FMN
[2025-11-22T01:24:17.143832] [INFO ] [FORECASTER] Starting predict_future for FMS
[2025-11-22T01:24:17.144831] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:17.144862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:17.144920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:17.208714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:17.209299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:17.209380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:17.209413] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:17.311514] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:17.311660] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:17.311700] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:17.311729] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:17.314861] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: UP (p=74.26%)
[2025-11-22T01:24:17.315135] [INFO ] [FORECASTER] Completed predict_future for FMS
[2025-11-22T01:24:17.464413] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-11-22T01:24:17.465248] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:17.465277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:17.465334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:17.529520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:17.530120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:17.530198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:17.530232] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:17.631118] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:17.631252] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:17.631292] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:17.631321] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:17.634534] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: UP (p=87.34%)
[2025-11-22T01:24:17.634829] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-11-22T01:24:17.786717] [INFO ] [FORECASTER] Starting predict_future for FN
[2025-11-22T01:24:17.787562] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:17.787590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:17.787697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:17.853209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:17.853811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:17.853895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:17.853928] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:17.956515] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:17.956674] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:17.956716] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:17.956745] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:17.959915] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: DOWN (p=4.10%)
[2025-11-22T01:24:17.960182] [INFO ] [FORECASTER] Completed predict_future for FN
[2025-11-22T01:24:18.114257] [INFO ] [FORECASTER] Starting predict_future for FNB
[2025-11-22T01:24:18.115141] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:18.115168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:18.115224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:18.180176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:18.180841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:18.180925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:18.180958] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:18.281608] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:18.281834] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:18.281885] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:18.281921] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:18.285205] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: DOWN (p=2.09%)
[2025-11-22T01:24:18.285501] [INFO ] [FORECASTER] Completed predict_future for FNB
[2025-11-22T01:24:18.443057] [INFO ] [FORECASTER] Starting predict_future for FND
[2025-11-22T01:24:18.443971] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:18.444000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:18.444057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:18.509952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:18.510583] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:18.510681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:18.510717] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:18.617196] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:18.617348] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:18.617387] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:18.617417] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:18.620769] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: UP (p=67.23%)
[2025-11-22T01:24:18.621046] [INFO ] [FORECASTER] Completed predict_future for FND
[2025-11-22T01:24:18.774672] [INFO ] [FORECASTER] Starting predict_future for FNF
[2025-11-22T01:24:18.775543] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:18.775572] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:18.775628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:18.841175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:18.841807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:18.841887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:18.841921] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:18.943041] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:18.943192] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:18.943231] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:18.943259] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:18.946502] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: UP (p=74.70%)
[2025-11-22T01:24:18.946797] [INFO ] [FORECASTER] Completed predict_future for FNF
[2025-11-22T01:24:19.105337] [INFO ] [FORECASTER] Starting predict_future for FNV
[2025-11-22T01:24:19.106214] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:19.106241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:19.106298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:19.170716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:19.171309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:19.171387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:19.171423] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:19.271863] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:19.272015] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:19.272054] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:19.272083] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:19.275328] [DEBUG] [FORECASTER] FNV: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2025-11-22T01:24:19.275606] [INFO ] [FORECASTER] Completed predict_future for FNV
[2025-11-22T01:24:19.426454] [INFO ] [FORECASTER] Starting predict_future for FOA
[2025-11-22T01:24:19.427320] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:19.427347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:19.427403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:19.493369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:19.494090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:19.494172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:19.494206] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:19.596256] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:19.596425] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:19.596465] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:19.596494] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:19.599942] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: DOWN (p=8.38%)
[2025-11-22T01:24:19.600224] [INFO ] [FORECASTER] Completed predict_future for FOA
[2025-11-22T01:24:19.756941] [INFO ] [FORECASTER] Starting predict_future for FOF
[2025-11-22T01:24:19.757809] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:19.757836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:19.757891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:19.821748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:19.822541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:19.822628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:19.822684] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:19.919480] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:19.919671] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:19.919713] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:19.919742] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:19.923037] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: DOWN (p=15.32%)
[2025-11-22T01:24:19.923323] [INFO ] [FORECASTER] Completed predict_future for FOF
[2025-11-22T01:24:20.083996] [INFO ] [FORECASTER] Starting predict_future for FOR
[2025-11-22T01:24:20.084891] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:20.084919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:20.084981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:20.149308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:20.149937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:20.150018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:20.150051] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:20.253977] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:20.254093] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:20.254146] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:20.254177] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:20.257408] [DEBUG] [FORECASTER] FOR: Forecast T+1@11:T+2@11: DOWN (p=34.68%)
[2025-11-22T01:24:20.257704] [INFO ] [FORECASTER] Completed predict_future for FOR
[2025-11-22T01:24:20.408624] [INFO ] [FORECASTER] Starting predict_future for FOUR
[2025-11-22T01:24:20.409484] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:20.409513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:20.409570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:20.478863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:20.479494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:20.479577] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:20.479612] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:20.583174] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:20.583286] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:20.583321] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:20.583349] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:20.586422] [DEBUG] [FORECASTER] FOUR: Forecast T+1@11:T+2@11: UP (p=50.88%)
[2025-11-22T01:24:20.586709] [INFO ] [FORECASTER] Completed predict_future for FOUR
[2025-11-22T01:24:20.738678] [INFO ] [FORECASTER] Starting predict_future for FPF
[2025-11-22T01:24:20.739519] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:20.739546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:20.739603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:20.804987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:20.805581] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:20.805677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:20.805714] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:20.926365] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:20.926471] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:20.926508] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:20.926537] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:20.929859] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: UP (p=80.91%)
[2025-11-22T01:24:20.930128] [INFO ] [FORECASTER] Completed predict_future for FPF
[2025-11-22T01:24:21.080576] [INFO ] [FORECASTER] Starting predict_future for FPH
[2025-11-22T01:24:21.081431] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:21.081458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:21.081514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:21.146002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:21.146823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:21.146905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:21.146938] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:21.249691] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:21.249885] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:21.249925] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:21.249954] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:21.255066] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: UP (p=58.96%)
[2025-11-22T01:24:21.255343] [INFO ] [FORECASTER] Completed predict_future for FPH
[2025-11-22T01:24:21.404664] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-11-22T01:24:21.405489] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:21.405533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:21.405592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:21.470118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:21.470707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:21.470787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:21.470820] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:21.571040] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:21.571153] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:21.571190] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:21.571219] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:21.574355] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=84.81%)
[2025-11-22T01:24:21.574623] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-11-22T01:24:21.727303] [INFO ] [FORECASTER] Starting predict_future for FR
[2025-11-22T01:24:21.728167] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:21.728195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:21.728251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:21.794102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:21.794692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:21.794771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:21.794804] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:21.901445] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:21.901578] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:21.901616] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:21.901663] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:21.904841] [DEBUG] [FORECASTER] FR: Forecast T+1@11:T+2@11: DOWN (p=37.73%)
[2025-11-22T01:24:21.905111] [INFO ] [FORECASTER] Completed predict_future for FR
[2025-11-22T01:24:22.056110] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-11-22T01:24:22.056955] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:22.056982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:22.057057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:22.120900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:22.121469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:22.121549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:22.121581] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:22.222694] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:22.222813] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:22.222849] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:22.222878] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:22.225983] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: DOWN (p=25.19%)
[2025-11-22T01:24:22.226249] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-11-22T01:24:22.377618] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2025-11-22T01:24:22.378472] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:22.378501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:22.378558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:22.443229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:22.443843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:22.443922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:22.443955] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:22.551525] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:22.551672] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:22.551734] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:22.551766] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:22.555087] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: DOWN (p=48.97%)
[2025-11-22T01:24:22.555356] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2025-11-22T01:24:22.707732] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-11-22T01:24:22.708584] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:22.708613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:22.708694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:22.773665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:22.774238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:22.774319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:22.774352] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:22.874909] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:22.875013] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:22.875051] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:22.875080] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:22.878269] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: DOWN (p=27.18%)
[2025-11-22T01:24:22.878535] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-11-22T01:24:23.030609] [INFO ] [FORECASTER] Starting predict_future for FRT
[2025-11-22T01:24:23.031560] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:23.031588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:23.031675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:23.099728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:23.100575] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:23.100687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:23.100727] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:23.213264] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:23.213440] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:23.213482] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:23.213513] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:23.216925] [DEBUG] [FORECASTER] FRT: Forecast T+1@11:T+2@11: UP (p=65.37%)
[2025-11-22T01:24:23.217246] [INFO ] [FORECASTER] Completed predict_future for FRT
[2025-11-22T01:24:23.369907] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2025-11-22T01:24:23.370777] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:23.370804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:23.370894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:23.438561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:23.439494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:23.439585] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:23.439619] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:23.544072] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:23.544249] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:23.544299] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:23.544330] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:23.547849] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: UP (p=51.65%)
[2025-11-22T01:24:23.548135] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2025-11-22T01:24:23.701191] [INFO ] [FORECASTER] Starting predict_future for FSK
[2025-11-22T01:24:23.702109] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:23.702138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:23.702202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:23.770640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:23.771516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:23.771606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:23.771659] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:23.901413] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:23.901581] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:23.901624] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:23.901678] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:23.905107] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: UP (p=91.53%)
[2025-11-22T01:24:23.905447] [INFO ] [FORECASTER] Completed predict_future for FSK
[2025-11-22T01:24:24.063635] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-11-22T01:24:24.064570] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:24.064608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:24.064728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:24.136201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:24.137112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:24.137207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:24.137244] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:24.249351] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:24.249527] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:24.249568] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:24.249600] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:24.253818] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: UP (p=88.98%)
[2025-11-22T01:24:24.254141] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-11-22T01:24:24.411150] [INFO ] [FORECASTER] Starting predict_future for FSM
[2025-11-22T01:24:24.412020] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:24.412048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:24.412109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:24.476016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:24.476791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:24.476877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:24.476911] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:24.578214] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:24.578411] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:24.578454] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:24.578484] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:24.581985] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: UP (p=59.78%)
[2025-11-22T01:24:24.582307] [INFO ] [FORECASTER] Completed predict_future for FSM
[2025-11-22T01:24:24.740699] [INFO ] [FORECASTER] Starting predict_future for FSS
[2025-11-22T01:24:24.741558] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:24.741587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:24.741664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:24.808605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:24.809489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:24.809577] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:24.809612] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:24.919253] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:24.919431] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:24.919473] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:24.919525] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:24.923076] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: UP (p=95.26%)
[2025-11-22T01:24:24.923415] [INFO ] [FORECASTER] Completed predict_future for FSS
[2025-11-22T01:24:25.082913] [INFO ] [FORECASTER] Starting predict_future for FT
[2025-11-22T01:24:25.083782] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:25.083811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:25.083868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:25.157873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:25.159220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:25.159308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:25.159343] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:25.263122] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:25.263291] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:25.263330] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:25.263360] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:25.266686] [DEBUG] [FORECASTER] FT: Forecast T+1@11:T+2@11: UP (p=82.21%)
[2025-11-22T01:24:25.266969] [INFO ] [FORECASTER] Completed predict_future for FT
[2025-11-22T01:24:25.418840] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-11-22T01:24:25.419702] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:25.419731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:25.419788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:25.484620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:25.485574] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:25.485682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:25.485719] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:25.583684] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:25.583810] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:25.583850] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:25.583879] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:25.587157] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: UP (p=83.98%)
[2025-11-22T01:24:25.587442] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-11-22T01:24:25.743362] [INFO ] [FORECASTER] Starting predict_future for FTI
[2025-11-22T01:24:25.744210] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:25.744237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:25.744293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:25.808147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:25.808756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:25.808835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:25.808868] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:25.911534] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:25.911709] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:25.911755] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:25.911785] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:25.915069] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: UP (p=85.72%)
[2025-11-22T01:24:25.915340] [INFO ] [FORECASTER] Completed predict_future for FTI
[2025-11-22T01:24:26.068153] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-11-22T01:24:26.069059] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:26.069086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:26.069142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:26.134298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:26.134943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:26.135025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:26.135059] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:26.237530] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:26.237714] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:26.237754] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:26.237782] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:26.241144] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=3.13%)
[2025-11-22T01:24:26.241421] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-11-22T01:24:26.392764] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-11-22T01:24:26.393582] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:26.393610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:26.393691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:26.458802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:26.459606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:26.459709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:26.459745] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:26.567528] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:26.567748] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:26.567792] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:26.567822] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:26.571356] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: UP (p=98.69%)
[2025-11-22T01:24:26.571678] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-11-22T01:24:26.723940] [INFO ] [FORECASTER] Starting predict_future for FTV
[2025-11-22T01:24:26.724798] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:26.724825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:26.724881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:26.790727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:26.791564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:26.791669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:26.791708] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:26.928947] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:26.929112] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:26.929152] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:26.929180] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:26.932526] [DEBUG] [FORECASTER] FTV: Forecast T+1@11:T+2@11: UP (p=92.67%)
[2025-11-22T01:24:26.932835] [INFO ] [FORECASTER] Completed predict_future for FTV
[2025-11-22T01:24:27.091509] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2025-11-22T01:24:27.092380] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:27.092407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:27.092464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:27.157599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:27.158461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:27.158547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:27.158580] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:27.264023] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:27.264193] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:27.264232] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:27.264262] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:27.267620] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: DOWN (p=29.76%)
[2025-11-22T01:24:27.267926] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2025-11-22T01:24:27.422935] [INFO ] [FORECASTER] Starting predict_future for FUL
[2025-11-22T01:24:27.423839] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:27.423867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:27.423930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:27.488917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:27.489589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:27.489687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:27.489725] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:27.592948] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:27.593100] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:27.593139] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:27.593167] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:27.596403] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: DOWN (p=31.17%)
[2025-11-22T01:24:27.596698] [INFO ] [FORECASTER] Completed predict_future for FUL
[2025-11-22T01:24:27.748505] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-11-22T01:24:27.749457] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:27.749485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:27.749546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:27.818024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:27.819111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:27.819215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:27.819252] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:27.924612] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:27.924808] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:27.924851] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:27.924882] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:27.928439] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: DOWN (p=33.43%)
[2025-11-22T01:24:27.928764] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-11-22T01:24:28.082860] [INFO ] [FORECASTER] Starting predict_future for FVRR
[2025-11-22T01:24:28.083735] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:28.083763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:28.083821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:28.150004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:28.150921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:28.151018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:28.151054] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:28.253402] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:28.253578] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:28.253619] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:28.253669] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:28.256971] [DEBUG] [FORECASTER] FVRR: Forecast T+1@11:T+2@11: DOWN (p=29.75%)
[2025-11-22T01:24:28.260618] [INFO ] [FORECASTER] Completed predict_future for FVRR
[2025-11-22T01:24:28.411609] [INFO ] [FORECASTER] Starting predict_future for G
[2025-11-22T01:24:28.412475] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:28.412503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:28.412560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:28.478666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:28.479588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:28.479717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:28.479762] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:28.585091] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:28.585252] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:28.585295] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:28.585326] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:28.588780] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: UP (p=98.86%)
[2025-11-22T01:24:28.589063] [INFO ] [FORECASTER] Completed predict_future for G
[2025-11-22T01:24:28.745580] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-11-22T01:24:28.746466] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:28.746495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:28.746552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:28.813559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:28.814407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:28.814493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:28.814529] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:28.912156] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:28.912318] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:28.912359] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:28.912390] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:28.915777] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: UP (p=99.29%)
[2025-11-22T01:24:28.916057] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-11-22T01:24:29.085308] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-11-22T01:24:29.086248] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:29.086277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:29.086374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:29.155084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:29.155867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:29.155952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:29.155989] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:29.262766] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:29.262926] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:29.262966] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:29.262994] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:29.266307] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: UP (p=94.22%)
[2025-11-22T01:24:29.266588] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-11-22T01:24:29.419171] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-11-22T01:24:29.420046] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:29.420073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:29.420129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:29.485201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:29.486115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:29.486202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:29.486236] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:29.592585] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:29.592763] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:29.592805] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:29.592834] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:29.596104] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: UP (p=53.60%)
[2025-11-22T01:24:29.596420] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-11-22T01:24:29.751181] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-11-22T01:24:29.752077] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:29.752103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:29.752160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:29.818256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:29.819109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:29.819199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:29.819233] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:29.922929] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:29.923098] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:29.923140] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:29.923172] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:29.927426] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: UP (p=86.54%)
[2025-11-22T01:24:29.927753] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-11-22T01:24:30.081168] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2025-11-22T01:24:30.082090] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:30.082119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:30.082180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:30.151052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:30.151809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:30.151897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:30.151932] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:30.257546] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:30.257742] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:30.257786] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:30.257815] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:30.261487] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: UP (p=52.13%)
[2025-11-22T01:24:30.262216] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2025-11-22T01:24:30.425413] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-11-22T01:24:30.426281] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:30.426308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:30.426366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:30.490957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:30.491863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:30.491951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:30.491985] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:30.598743] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:30.598909] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:30.598951] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:30.598982] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:30.602346] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: DOWN (p=14.36%)
[2025-11-22T01:24:30.602629] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-11-22T01:24:30.756744] [INFO ] [FORECASTER] Starting predict_future for GBX
[2025-11-22T01:24:30.757612] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:30.757658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:30.757719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:30.822592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:30.823473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:30.823583] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:30.823618] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:30.927812] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:30.927987] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:30.928028] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:30.928058] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:30.931438] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: UP (p=98.44%)
[2025-11-22T01:24:30.931745] [INFO ] [FORECASTER] Completed predict_future for GBX
[2025-11-22T01:24:31.085428] [INFO ] [FORECASTER] Starting predict_future for GCO
[2025-11-22T01:24:31.086272] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:31.086299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:31.086356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:31.150164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:31.150983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:31.151075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:31.151110] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:31.261941] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:31.262132] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:31.262175] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:31.262206] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:31.265578] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: DOWN (p=9.10%)
[2025-11-22T01:24:31.265875] [INFO ] [FORECASTER] Completed predict_future for GCO
[2025-11-22T01:24:31.415851] [INFO ] [FORECASTER] Starting predict_future for GCV
[2025-11-22T01:24:31.416694] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:31.416722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:31.416779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:31.481066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:31.481786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:31.481869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:31.481902] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:31.601050] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:31.601230] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:31.601270] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:31.601298] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:31.604704] [DEBUG] [FORECASTER] GCV: Forecast T+1@11:T+2@11: DOWN (p=15.93%)
[2025-11-22T01:24:31.604989] [INFO ] [FORECASTER] Completed predict_future for GCV
[2025-11-22T01:24:31.756292] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-11-22T01:24:31.757153] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:31.757182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:31.757241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:31.822875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:31.823727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:31.823809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:31.823844] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:31.952086] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:31.952314] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:31.952363] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:31.952397] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:31.955993] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: UP (p=92.61%)
[2025-11-22T01:24:31.956303] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-11-22T01:24:32.108017] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-11-22T01:24:32.108871] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:32.108899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:32.108956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:32.173215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:32.173825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:32.173904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:32.173937] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:32.297800] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:32.297986] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:32.298027] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:32.298056] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:32.301485] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: UP (p=75.73%)
[2025-11-22T01:24:32.301797] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-11-22T01:24:32.458180] [INFO ] [FORECASTER] Starting predict_future for GDIV
[2025-11-22T01:24:32.459086] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:32.459117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:32.459189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:32.528922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:32.529875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:32.529965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:32.530001] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:32.649392] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:32.649558] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:32.649600] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:32.649651] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:32.653317] [DEBUG] [FORECASTER] GDIV: Forecast T+1@11:T+2@11: UP (p=63.18%)
[2025-11-22T01:24:32.653600] [INFO ] [FORECASTER] Completed predict_future for GDIV
[2025-11-22T01:24:32.803856] [INFO ] [FORECASTER] Starting predict_future for GDO
[2025-11-22T01:24:32.804736] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:32.804767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:32.804824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:32.870209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:32.870828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:32.870906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:32.870939] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:33.012474] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:33.012594] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:33.012635] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:33.012686] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:33.015987] [DEBUG] [FORECASTER] GDO: Forecast T+1@11:T+2@11: DOWN (p=29.50%)
[2025-11-22T01:24:33.016262] [INFO ] [FORECASTER] Completed predict_future for GDO
[2025-11-22T01:24:33.179913] [INFO ] [FORECASTER] Starting predict_future for GDOT
[2025-11-22T01:24:33.180771] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:33.180799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:33.180856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:33.246439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:33.247356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:33.247454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:33.247508] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:33.373573] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:33.373797] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:33.373845] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:33.373876] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:33.377432] [DEBUG] [FORECASTER] GDOT: Forecast T+1@11:T+2@11: DOWN (p=44.85%)
[2025-11-22T01:24:33.377737] [INFO ] [FORECASTER] Completed predict_future for GDOT
[2025-11-22T01:24:33.530568] [INFO ] [FORECASTER] Starting predict_future for GDV
[2025-11-22T01:24:33.531427] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:33.531453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:33.531510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:33.597804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:33.598765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:33.598854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:33.598889] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:33.715764] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:33.715946] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:33.716000] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:33.716030] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:33.719520] [DEBUG] [FORECASTER] GDV: Forecast T+1@11:T+2@11: UP (p=93.14%)
[2025-11-22T01:24:33.719828] [INFO ] [FORECASTER] Completed predict_future for GDV
[2025-11-22T01:24:33.872993] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-11-22T01:24:33.873880] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:33.873907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:33.873962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:33.941066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:33.941742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:33.941826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:33.941862] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:34.068325] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:34.068540] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:34.068591] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:34.068623] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:34.072254] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: UP (p=85.13%)
[2025-11-22T01:24:34.072528] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-11-22T01:24:34.226930] [INFO ] [FORECASTER] Starting predict_future for GEF
[2025-11-22T01:24:34.227948] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:34.227975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:34.228034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:34.295895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:34.296751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:34.296885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:34.296922] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:34.422783] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:34.422954] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:34.422997] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:34.423026] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:34.426601] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: DOWN (p=15.40%)
[2025-11-22T01:24:34.426913] [INFO ] [FORECASTER] Completed predict_future for GEF
[2025-11-22T01:24:34.581390] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-11-22T01:24:34.582242] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:34.582271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:34.582329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:34.649230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:34.650021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:34.650104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:34.650138] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:34.760733] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:34.760910] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:34.760950] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:34.760978] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:34.764401] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: UP (p=99.84%)
[2025-11-22T01:24:34.764727] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-11-22T01:24:34.919713] [INFO ] [FORECASTER] Starting predict_future for GENI
[2025-11-22T01:24:34.920547] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:34.920575] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:34.920682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:34.986178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:34.986924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:34.987006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:34.987062] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:35.096613] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:35.096816] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:35.096857] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:35.096886] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:35.100339] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: DOWN (p=10.99%)
[2025-11-22T01:24:35.100624] [INFO ] [FORECASTER] Completed predict_future for GENI
[2025-11-22T01:24:35.257527] [INFO ] [FORECASTER] Starting predict_future for GEO
[2025-11-22T01:24:35.258424] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:35.258453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:35.258509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:35.322267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:35.322904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:35.322985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:35.323019] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:35.425542] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:35.425670] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:35.425708] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:35.425737] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:35.428834] [DEBUG] [FORECASTER] GEO: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2025-11-22T01:24:35.429101] [INFO ] [FORECASTER] Completed predict_future for GEO
[2025-11-22T01:24:35.579896] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-11-22T01:24:35.580728] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:35.580756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:35.580813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:35.644992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:35.645576] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:35.645673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:35.645710] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:35.743023] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:35.743156] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:35.743193] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:35.743222] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:35.746295] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: DOWN (p=25.70%)
[2025-11-22T01:24:35.746563] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-11-22T01:24:35.897872] [INFO ] [FORECASTER] Starting predict_future for GETY
[2025-11-22T01:24:35.898707] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:35.898735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:35.898792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:35.963492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:35.964133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:35.964210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:35.964244] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:36.085277] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:36.085411] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:36.085450] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:36.085479] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:36.088799] [DEBUG] [FORECASTER] GETY: Forecast T+1@11:T+2@11: DOWN (p=9.16%)
[2025-11-22T01:24:36.089098] [INFO ] [FORECASTER] Completed predict_future for GETY
[2025-11-22T01:24:36.239976] [INFO ] [FORECASTER] Starting predict_future for GF
[2025-11-22T01:24:36.240918] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:36.240946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:36.241004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:36.306507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:36.307383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:36.307468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:36.307502] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:36.397417] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:36.397546] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:36.397584] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:36.397612] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:36.400749] [DEBUG] [FORECASTER] GF: Forecast T+1@11:T+2@11: DOWN (p=42.47%)
[2025-11-22T01:24:36.401015] [INFO ] [FORECASTER] Completed predict_future for GF
[2025-11-22T01:24:36.549752] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-11-22T01:24:36.550566] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:36.550594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:36.550680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:36.615349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:36.615951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:36.616031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:36.616064] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:36.712370] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:36.712527] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:36.712566] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:36.712595] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:36.715837] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: DOWN (p=6.63%)
[2025-11-22T01:24:36.716110] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-11-22T01:24:36.866280] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-11-22T01:24:36.867153] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:36.867180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:36.867237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:36.932297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:36.932894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:36.932973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:36.933006] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:37.028105] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:37.028240] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:37.028280] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:37.028309] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:37.031435] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: UP (p=84.70%)
[2025-11-22T01:24:37.031726] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-11-22T01:24:37.182791] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-11-22T01:24:37.183607] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:37.183635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:37.183716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:37.248763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:37.249350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:37.249443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:37.249479] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:37.353006] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:37.353174] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:37.353214] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:37.353243] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:37.356918] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: DOWN (p=16.04%)
[2025-11-22T01:24:37.357218] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-11-22T01:24:37.508479] [INFO ] [FORECASTER] Starting predict_future for GFR
[2025-11-22T01:24:37.509311] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:37.509339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:37.509395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:37.573735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:37.574310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:37.574389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:37.574422] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:37.665136] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:37.665268] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:37.665306] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:37.665335] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:37.668509] [DEBUG] [FORECASTER] GFR: Forecast T+1@11:T+2@11: DOWN (p=28.30%)
[2025-11-22T01:24:37.668800] [INFO ] [FORECASTER] Completed predict_future for GFR
[2025-11-22T01:24:37.818056] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-11-22T01:24:37.818894] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:37.818922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:37.818979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:37.884108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:37.884751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:37.884830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:37.884865] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:37.978370] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:37.978503] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:37.978557] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:37.978588] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:37.981811] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: DOWN (p=32.10%)
[2025-11-22T01:24:37.982085] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-11-22T01:24:38.133390] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-11-22T01:24:38.134233] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:38.134260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:38.134317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:38.199386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:38.200026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:38.200107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:38.200140] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:38.318738] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:38.318859] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:38.318897] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:38.318926] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:38.322012] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: DOWN (p=8.23%)
[2025-11-22T01:24:38.322288] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-11-22T01:24:38.474980] [INFO ] [FORECASTER] Starting predict_future for GGT
[2025-11-22T01:24:38.475848] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:38.475876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:38.475934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:38.541392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:38.541986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:38.542065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:38.542098] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:38.638452] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:38.638578] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:38.638615] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:38.638664] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:38.641823] [DEBUG] [FORECASTER] GGT: Forecast T+1@11:T+2@11: UP (p=90.86%)
[2025-11-22T01:24:38.642095] [INFO ] [FORECASTER] Completed predict_future for GGT
[2025-11-22T01:24:38.794524] [INFO ] [FORECASTER] Starting predict_future for GGZ
[2025-11-22T01:24:38.795406] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:38.795439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:38.795503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:38.860609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:38.861230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:38.861323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:38.861362] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:38.946821] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:38.946934] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:38.946969] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:38.946997] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:38.950109] [DEBUG] [FORECASTER] GGZ: Forecast T+1@11:T+2@11: UP (p=80.60%)
[2025-11-22T01:24:38.950379] [INFO ] [FORECASTER] Completed predict_future for GGZ
[2025-11-22T01:24:39.101871] [INFO ] [FORECASTER] Starting predict_future for GHG
[2025-11-22T01:24:39.102709] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:39.102752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:39.102813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:39.167701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:39.168282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:39.168363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:39.168396] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:39.254252] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:39.254372] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:39.254408] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:39.254436] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:39.257524] [DEBUG] [FORECASTER] GHG: Forecast T+1@11:T+2@11: UP (p=71.47%)
[2025-11-22T01:24:39.257816] [INFO ] [FORECASTER] Completed predict_future for GHG
[2025-11-22T01:24:39.409786] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-11-22T01:24:39.410605] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:39.410632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:39.410711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:39.475302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:39.476159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:39.476246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:39.476282] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:39.571925] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:39.572032] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:39.572067] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:39.572096] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:39.575156] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: DOWN (p=22.74%)
[2025-11-22T01:24:39.575427] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-11-22T01:24:39.727940] [INFO ] [FORECASTER] Starting predict_future for GHM
[2025-11-22T01:24:39.728781] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:39.728809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:39.728866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:39.794236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:39.794829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:39.794908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:39.794941] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:39.891255] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:39.891375] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:39.891411] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:39.891440] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:39.894538] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: UP (p=93.49%)
[2025-11-22T01:24:39.894831] [INFO ] [FORECASTER] Completed predict_future for GHM
[2025-11-22T01:24:40.048937] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-11-22T01:24:40.049771] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:40.049800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:40.049858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:40.115275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:40.115901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:40.115979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:40.116012] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:40.211595] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:40.211725] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:40.211780] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:40.211810] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:40.214884] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=92.46%)
[2025-11-22T01:24:40.215152] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-11-22T01:24:40.368213] [INFO ] [FORECASTER] Starting predict_future for GIB
[2025-11-22T01:24:40.369047] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:40.369075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:40.369161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:40.434811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:40.435770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:40.435858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:40.435893] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:40.533621] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:40.533807] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:40.533846] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:40.533876] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:40.537162] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: UP (p=94.21%)
[2025-11-22T01:24:40.537434] [INFO ] [FORECASTER] Completed predict_future for GIB
[2025-11-22T01:24:40.690514] [INFO ] [FORECASTER] Starting predict_future for GIC
[2025-11-22T01:24:40.691383] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:40.691413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:40.691469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:40.757363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:40.758034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:40.758114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:40.758147] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:40.881596] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:40.881730] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:40.881769] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:40.881798] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:40.885038] [DEBUG] [FORECASTER] GIC: Forecast T+1@11:T+2@11: UP (p=84.41%)
[2025-11-22T01:24:40.885311] [INFO ] [FORECASTER] Completed predict_future for GIC
[2025-11-22T01:24:41.081628] [INFO ] [FORECASTER] Starting predict_future for GIL
[2025-11-22T01:24:41.082489] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:41.082517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:41.082575] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:41.148134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:41.148732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:41.148811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:41.148844] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:41.268614] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:41.268779] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:41.268817] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:41.268847] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:41.272051] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: UP (p=93.15%)
[2025-11-22T01:24:41.272323] [INFO ] [FORECASTER] Completed predict_future for GIL
[2025-11-22T01:24:41.423325] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-11-22T01:24:41.424158] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:41.424185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:41.424261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:41.489164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:41.490092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:41.490186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:41.490219] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:41.588119] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:41.588284] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:41.588322] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:41.588351] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:41.591679] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: UP (p=75.04%)
[2025-11-22T01:24:41.591959] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-11-22T01:24:41.744457] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-11-22T01:24:41.745307] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:41.745336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:41.745396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:41.811277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:41.811901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:41.811979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:41.812012] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:41.912095] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:41.912216] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:41.912251] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:41.912281] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:41.915371] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: UP (p=72.16%)
[2025-11-22T01:24:41.915640] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-11-22T01:24:42.071530] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-11-22T01:24:42.072358] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:42.072388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:42.072447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:42.137492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:42.138091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:42.138169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:42.138202] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:42.243011] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:42.243176] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:42.243216] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:42.243245] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:42.246527] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: UP (p=73.51%)
[2025-11-22T01:24:42.246822] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-11-22T01:24:42.399011] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-11-22T01:24:42.399856] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:42.399884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:42.399941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:42.465485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:42.466374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:42.466470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:42.466503] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:42.571267] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:42.571444] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:42.571485] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:42.571534] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:42.575084] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: DOWN (p=19.28%)
[2025-11-22T01:24:42.575443] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-11-22T01:24:42.733991] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-11-22T01:24:42.734987] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:42.735026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:42.735110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:42.819259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:42.820187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:42.820275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:42.820310] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:42.951570] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:42.951795] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:42.951864] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:42.951918] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:42.956737] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: DOWN (p=22.03%)
[2025-11-22T01:24:42.957169] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-11-22T01:24:43.201958] [INFO ] [FORECASTER] Starting predict_future for GLW
[2025-11-22T01:24:43.203278] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:43.203324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:43.203419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:43.306555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:43.308075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:43.308204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:43.308261] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:43.449258] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:43.449435] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:43.449479] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:43.449509] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:43.453210] [DEBUG] [FORECASTER] GLW: Forecast T+1@11:T+2@11: UP (p=99.10%)
[2025-11-22T01:24:43.453583] [INFO ] [FORECASTER] Completed predict_future for GLW
[2025-11-22T01:24:43.646356] [INFO ] [FORECASTER] Starting predict_future for GM
[2025-11-22T01:24:43.647451] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:43.647480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:43.647539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:43.713234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:43.714130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:43.714220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:43.714256] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:43.818206] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:43.818376] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:43.818418] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:43.818450] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:43.821919] [DEBUG] [FORECASTER] GM: Forecast T+1@11:T+2@11: UP (p=85.96%)
[2025-11-22T01:24:43.822257] [INFO ] [FORECASTER] Completed predict_future for GM
[2025-11-22T01:24:43.991314] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-11-22T01:24:43.992191] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:43.992219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:43.992275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:44.059001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:44.059897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:44.059987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:44.060026] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:44.163623] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:44.163813] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:44.164230] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:44.164264] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:44.168411] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: UP (p=96.65%)
[2025-11-22T01:24:44.168748] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-11-22T01:24:44.333697] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-11-22T01:24:44.334597] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:44.334627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:44.334709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:44.404753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:44.405664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:44.405764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:44.405798] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:44.509996] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:44.510158] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:44.510204] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:44.510235] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:44.513640] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: DOWN (p=16.71%)
[2025-11-22T01:24:44.513933] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-11-22T01:24:44.667030] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-11-22T01:24:44.667928] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:44.667958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:44.668015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:44.733453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:44.734205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:44.734301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:44.734343] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:44.851378] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:44.851543] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:44.851584] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:44.851613] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:44.854950] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: DOWN (p=20.33%)
[2025-11-22T01:24:44.855234] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-11-22T01:24:45.010377] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-11-22T01:24:45.011293] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:45.011321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:45.011378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:45.076585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:45.077529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:45.077618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:45.077671] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:45.206317] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:45.206463] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:45.206506] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:45.206534] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:45.209903] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=64.20%)
[2025-11-22T01:24:45.210178] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-11-22T01:24:45.361923] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-11-22T01:24:45.362760] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:45.362788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:45.362845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:45.428163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:45.428794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:45.428873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:45.428907] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:45.540985] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:45.541154] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:45.541196] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:45.541226] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:45.544517] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: DOWN (p=16.73%)
[2025-11-22T01:24:45.544812] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-11-22T01:24:45.698848] [INFO ] [FORECASTER] Starting predict_future for GNL
[2025-11-22T01:24:45.699712] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:45.699739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:45.699796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:45.768399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:45.769231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:45.769312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:45.769345] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:45.885316] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:45.885468] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:45.885507] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:45.885536] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:45.891549] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: DOWN (p=19.55%)
[2025-11-22T01:24:45.891850] [INFO ] [FORECASTER] Completed predict_future for GNL
[2025-11-22T01:24:46.043455] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2025-11-22T01:24:46.044336] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:46.044364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:46.044421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:46.109337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:46.109956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:46.110034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:46.110067] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:46.226119] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:46.226265] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:46.226302] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:46.226331] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:46.229658] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: UP (p=91.08%)
[2025-11-22T01:24:46.229935] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2025-11-22T01:24:46.380318] [INFO ] [FORECASTER] Starting predict_future for GNT
[2025-11-22T01:24:46.381225] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:46.381254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:46.381312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:46.445328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:46.446217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:46.446304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:46.446338] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:46.557760] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:46.557960] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:46.558013] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:46.558043] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:46.562054] [DEBUG] [FORECASTER] GNT: Forecast T+1@11:T+2@11: DOWN (p=9.73%)
[2025-11-22T01:24:46.562354] [INFO ] [FORECASTER] Completed predict_future for GNT
[2025-11-22T01:24:46.722040] [INFO ] [FORECASTER] Starting predict_future for GNW
[2025-11-22T01:24:46.722979] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:46.723007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:46.723065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:46.795359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:46.796336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:46.796432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:46.796468] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:46.927154] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:46.927337] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:46.927379] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:46.927409] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:46.930997] [DEBUG] [FORECASTER] GNW: Forecast T+1@11:T+2@11: DOWN (p=14.71%)
[2025-11-22T01:24:46.931330] [INFO ] [FORECASTER] Completed predict_future for GNW
[2025-11-22T01:24:47.093868] [INFO ] [FORECASTER] Starting predict_future for GOF
[2025-11-22T01:24:47.094846] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:47.094875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:47.094933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:47.163193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:47.164152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:47.164242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:47.164279] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:47.306699] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:47.306844] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:47.306892] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:47.306929] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:47.310761] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: DOWN (p=19.62%)
[2025-11-22T01:24:47.311060] [INFO ] [FORECASTER] Completed predict_future for GOF
[2025-11-22T01:24:47.474227] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2025-11-22T01:24:47.475204] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:47.475232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:47.475290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:47.543852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:47.544683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:47.544790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:47.544842] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:47.665699] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:47.665868] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:47.665908] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:47.665936] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:47.669450] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: UP (p=99.66%)
[2025-11-22T01:24:47.669790] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2025-11-22T01:24:47.834114] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2025-11-22T01:24:47.835071] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:47.835098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:47.835158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:47.903303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:47.904194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:47.904283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:47.904320] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:48.023802] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:48.023979] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:48.024021] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:48.024053] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:48.027612] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: DOWN (p=14.98%)
[2025-11-22T01:24:48.027951] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2025-11-22T01:24:48.191300] [INFO ] [FORECASTER] Starting predict_future for GOTU
[2025-11-22T01:24:48.192291] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:48.192318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:48.192375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:48.265164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:48.266093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:48.266187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:48.266222] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:48.394116] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:48.394328] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:48.394393] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:48.394434] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:48.399146] [DEBUG] [FORECASTER] GOTU: Forecast T+1@11:T+2@11: DOWN (p=26.82%)
[2025-11-22T01:24:48.399551] [INFO ] [FORECASTER] Completed predict_future for GOTU
[2025-11-22T01:24:48.567702] [INFO ] [FORECASTER] Starting predict_future for GPC
[2025-11-22T01:24:48.568638] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:48.568693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:48.568753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:48.636905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:48.637743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:48.637832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:48.637867] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:48.756662] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:48.756836] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:48.756878] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:48.756907] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:48.760814] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: UP (p=94.73%)
[2025-11-22T01:24:48.761126] [INFO ] [FORECASTER] Completed predict_future for GPC
[2025-11-22T01:24:48.918846] [INFO ] [FORECASTER] Starting predict_future for GPI
[2025-11-22T01:24:48.919799] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:48.919829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:48.919887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:48.987112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:48.988065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:48.988180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:48.988217] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:49.122528] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:49.122722] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:49.122954] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:49.122983] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:49.126539] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: UP (p=91.91%)
[2025-11-22T01:24:49.126849] [INFO ] [FORECASTER] Completed predict_future for GPI
[2025-11-22T01:24:49.290940] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2025-11-22T01:24:49.291886] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:49.291915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:49.291973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:49.359517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:49.360358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:49.360440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:49.360474] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:49.464704] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:49.465030] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:49.465083] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:49.465114] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:49.468636] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: DOWN (p=12.84%)
[2025-11-22T01:24:49.468938] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2025-11-22T01:24:49.642436] [INFO ] [FORECASTER] Starting predict_future for GPK
[2025-11-22T01:24:49.643364] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:49.643392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:49.643453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:49.709940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:49.710870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:49.710967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:49.711003] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:49.816119] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:49.816296] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:49.816340] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:49.816372] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:49.820077] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: DOWN (p=10.90%)
[2025-11-22T01:24:49.820435] [INFO ] [FORECASTER] Completed predict_future for GPK
[2025-11-22T01:24:49.991888] [INFO ] [FORECASTER] Starting predict_future for GPMT
[2025-11-22T01:24:49.992838] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:49.992867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:49.992925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:50.060676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:50.061628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:50.061741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:50.061777] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:50.169672] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:50.169900] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:50.169943] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:50.169975] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:50.175488] [DEBUG] [FORECASTER] GPMT: Forecast T+1@11:T+2@11: DOWN (p=17.73%)
[2025-11-22T01:24:50.175861] [INFO ] [FORECASTER] Completed predict_future for GPMT
[2025-11-22T01:24:50.331198] [INFO ] [FORECASTER] Starting predict_future for GPN
[2025-11-22T01:24:50.332083] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:50.332111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:50.332167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:50.396419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:50.397308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:50.397396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:50.397431] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:50.509175] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:50.509350] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:50.509395] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:50.509427] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:50.512939] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: UP (p=96.26%)
[2025-11-22T01:24:50.513251] [INFO ] [FORECASTER] Completed predict_future for GPN
[2025-11-22T01:24:50.670211] [INFO ] [FORECASTER] Starting predict_future for GPOR
[2025-11-22T01:24:50.671162] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:50.671191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:50.671250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:50.735533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:50.736291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:50.736375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:50.736410] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:50.835555] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:50.835762] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:50.835809] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:50.835840] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:50.839247] [DEBUG] [FORECASTER] GPOR: Forecast T+1@11:T+2@11: UP (p=57.23%)
[2025-11-22T01:24:50.839534] [INFO ] [FORECASTER] Completed predict_future for GPOR
[2025-11-22T01:24:50.989618] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-11-22T01:24:50.990482] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:50.990510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:50.990566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:51.055231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:51.056041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:51.056129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:51.056164] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:51.184048] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:51.184189] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:51.184231] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:51.184261] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:51.187704] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: DOWN (p=3.64%)
[2025-11-22T01:24:51.187986] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-11-22T01:24:51.342944] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-11-22T01:24:51.343821] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:51.343851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:51.343911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:51.410365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:51.411203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:51.411288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:51.411340] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:51.516059] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:51.516244] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:51.516287] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:51.516317] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:51.519731] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: DOWN (p=7.64%)
[2025-11-22T01:24:51.520014] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-11-22T01:24:51.673553] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-11-22T01:24:51.674408] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:51.674435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:51.674492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:51.740675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:51.741481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:51.741569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:51.741603] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:51.852768] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:51.852935] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:51.852976] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:51.853005] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:51.856325] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: UP (p=85.09%)
[2025-11-22T01:24:51.856604] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-11-22T01:24:52.006668] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2025-11-22T01:24:52.007543] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:52.007571] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:52.007628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:52.072332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:52.073232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:52.073323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:52.073356] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:52.180879] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:52.181057] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:52.181098] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:52.181127] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:52.184501] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: DOWN (p=7.35%)
[2025-11-22T01:24:52.184822] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2025-11-22T01:24:52.338984] [INFO ] [FORECASTER] Starting predict_future for GRND
[2025-11-22T01:24:52.339968] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:52.340048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:52.340108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:52.405971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:52.406850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:52.406937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:52.406972] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:52.517156] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:52.517332] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:52.517372] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:52.517403] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:52.520924] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: UP (p=66.81%)
[2025-11-22T01:24:52.521219] [INFO ] [FORECASTER] Completed predict_future for GRND
[2025-11-22T01:24:52.673911] [INFO ] [FORECASTER] Starting predict_future for GRNT
[2025-11-22T01:24:52.674820] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:52.674846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:52.674904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:52.739299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:52.740207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:52.740300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:52.740334] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:52.843936] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:52.844113] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:52.844155] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:52.844186] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:52.847914] [DEBUG] [FORECASTER] GRNT: Forecast T+1@11:T+2@11: UP (p=50.88%)
[2025-11-22T01:24:52.848266] [INFO ] [FORECASTER] Completed predict_future for GRNT
[2025-11-22T01:24:53.001747] [INFO ] [FORECASTER] Starting predict_future for GROV
[2025-11-22T01:24:53.002615] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:53.002669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:53.002730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:53.069074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:53.069981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:53.070069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:53.070105] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:53.182356] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:53.182530] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:53.182576] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:53.182617] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:53.186087] [DEBUG] [FORECASTER] GROV: Forecast T+1@11:T+2@11: DOWN (p=31.57%)
[2025-11-22T01:24:53.186376] [INFO ] [FORECASTER] Completed predict_future for GROV
[2025-11-22T01:24:53.342308] [INFO ] [FORECASTER] Starting predict_future for GRX
[2025-11-22T01:24:53.343206] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:53.343235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:53.343293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:53.411143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:53.411896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:53.411982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:53.412017] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:53.512357] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:53.512970] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:53.513027] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:53.513057] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:53.518545] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: DOWN (p=20.95%)
[2025-11-22T01:24:53.518879] [INFO ] [FORECASTER] Completed predict_future for GRX
[2025-11-22T01:24:53.674334] [INFO ] [FORECASTER] Starting predict_future for GS
[2025-11-22T01:24:53.675244] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:53.675272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:53.675331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:53.742637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:53.743473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:53.743560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:53.743595] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:53.845376] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:53.845545] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:53.845586] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:53.845615] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:53.849083] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: DOWN (p=19.01%)
[2025-11-22T01:24:53.849365] [INFO ] [FORECASTER] Completed predict_future for GS
[2025-11-22T01:24:54.003945] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2025-11-22T01:24:54.004873] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:54.004901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:54.004960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:54.072687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:54.073578] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:54.073686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:54.073735] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:54.200917] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:54.201098] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:54.201140] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:54.201169] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:54.204689] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: DOWN (p=30.28%)
[2025-11-22T01:24:54.205010] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2025-11-22T01:24:54.363231] [INFO ] [FORECASTER] Starting predict_future for GSK
[2025-11-22T01:24:54.364142] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:54.364169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:54.364225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:54.431380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:54.432323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:54.432415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:54.432452] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:54.546630] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:54.546833] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:54.546877] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:54.546908] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:54.550416] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: UP (p=80.51%)
[2025-11-22T01:24:54.550777] [INFO ] [FORECASTER] Completed predict_future for GSK
[2025-11-22T01:24:54.703283] [INFO ] [FORECASTER] Starting predict_future for GSL
[2025-11-22T01:24:54.704161] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:54.704189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:54.704247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:54.769811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:54.770475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:54.770556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:54.770589] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:54.881125] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:54.881294] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:54.881347] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:54.881377] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:54.884693] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: DOWN (p=40.59%)
[2025-11-22T01:24:54.884970] [INFO ] [FORECASTER] Completed predict_future for GSL
[2025-11-22T01:24:55.036222] [INFO ] [FORECASTER] Starting predict_future for GTES
[2025-11-22T01:24:55.037120] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:55.037148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:55.037204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:55.102929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:55.103616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:55.103723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:55.103760] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:55.203297] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:55.203493] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:55.203534] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:55.203563] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:55.206934] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: DOWN (p=44.45%)
[2025-11-22T01:24:55.207240] [INFO ] [FORECASTER] Completed predict_future for GTES
[2025-11-22T01:24:55.360250] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2025-11-22T01:24:55.361158] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:55.361186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:55.361243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:55.429679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:55.430401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:55.430485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:55.430520] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:55.542759] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:55.542936] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:55.542981] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:55.543010] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:55.546499] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: UP (p=90.09%)
[2025-11-22T01:24:55.546825] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2025-11-22T01:24:55.700022] [INFO ] [FORECASTER] Starting predict_future for GTN
[2025-11-22T01:24:55.700898] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:55.700926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:55.700984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:55.765589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:55.766240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:55.766320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:55.766353] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:55.875077] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:55.875233] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:55.875273] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:55.875302] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:55.878583] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: DOWN (p=41.71%)
[2025-11-22T01:24:55.878876] [INFO ] [FORECASTER] Completed predict_future for GTN
[2025-11-22T01:24:56.028364] [INFO ] [FORECASTER] Starting predict_future for GTY
[2025-11-22T01:24:56.029233] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:56.029262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:56.029318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:56.094349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:56.095023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:56.095104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:56.095137] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:56.195811] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:56.195974] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:56.196014] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:56.196044] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:56.199410] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: UP (p=68.44%)
[2025-11-22T01:24:56.199702] [INFO ] [FORECASTER] Completed predict_future for GTY
[2025-11-22T01:24:56.352593] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-11-22T01:24:56.353444] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:56.353472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:56.353528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:56.419056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:56.419943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:56.420028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:56.420062] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:56.517489] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:56.517663] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:56.517707] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:56.517739] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:56.521035] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: UP (p=63.24%)
[2025-11-22T01:24:56.521305] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-11-22T01:24:56.674224] [INFO ] [FORECASTER] Starting predict_future for GUT
[2025-11-22T01:24:56.675178] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:56.675209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:56.675269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:56.743628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:56.744500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:56.744596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:56.744662] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:56.844830] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:56.845017] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:56.845069] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:56.845099] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:56.848612] [DEBUG] [FORECASTER] GUT: Forecast T+1@11:T+2@11: DOWN (p=12.30%)
[2025-11-22T01:24:56.848931] [INFO ] [FORECASTER] Completed predict_future for GUT
[2025-11-22T01:24:57.008452] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-11-22T01:24:57.009363] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:57.009393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:57.009468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:57.078549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:57.079473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:57.079563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:57.079600] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:57.186174] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:57.186356] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:57.186399] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:57.186430] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:57.190035] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: DOWN (p=2.19%)
[2025-11-22T01:24:57.190324] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-11-22T01:24:57.345786] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-11-22T01:24:57.346755] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:57.346801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:57.346862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:57.415350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:57.416241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:57.416327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:57.416361] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:57.517358] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:57.517523] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:57.517563] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:57.517595] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:57.521102] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: DOWN (p=27.82%)
[2025-11-22T01:24:57.521383] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-11-22T01:24:57.675035] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2025-11-22T01:24:57.675904] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:57.675932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:57.675990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:57.742374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:57.743252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:57.743348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:57.743383] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:57.846113] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:57.846277] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:57.846317] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:57.846346] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:57.849680] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: UP (p=97.19%)
[2025-11-22T01:24:57.849966] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2025-11-22T01:24:58.000844] [INFO ] [FORECASTER] Starting predict_future for GWW
[2025-11-22T01:24:58.001718] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:58.001797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:58.001857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:58.069217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:58.070088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:58.070178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:58.070213] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:58.173346] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:58.173520] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:58.173563] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:58.173592] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:58.176999] [DEBUG] [FORECASTER] GWW: Forecast T+1@11:T+2@11: UP (p=63.85%)
[2025-11-22T01:24:58.177300] [INFO ] [FORECASTER] Completed predict_future for GWW
[2025-11-22T01:24:58.329774] [INFO ] [FORECASTER] Starting predict_future for GXO
[2025-11-22T01:24:58.330603] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:58.330630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:58.330712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:58.395494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:58.396227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:58.396311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:58.396344] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:58.505827] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:58.505999] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:58.506059] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:58.506091] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:58.509444] [DEBUG] [FORECASTER] GXO: Forecast T+1@11:T+2@11: DOWN (p=27.18%)
[2025-11-22T01:24:58.509763] [INFO ] [FORECASTER] Completed predict_future for GXO
[2025-11-22T01:24:58.661962] [INFO ] [FORECASTER] Starting predict_future for H
[2025-11-22T01:24:58.662800] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:58.662831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:58.662889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:58.728261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:58.728995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:58.729082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:58.729117] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:58.832386] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:58.832551] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:58.832592] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:58.832621] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:58.835934] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: UP (p=61.43%)
[2025-11-22T01:24:58.836207] [INFO ] [FORECASTER] Completed predict_future for H
[2025-11-22T01:24:58.987806] [INFO ] [FORECASTER] Starting predict_future for HAE
[2025-11-22T01:24:58.988659] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:58.988690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:58.988747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:59.052838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:59.053668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:59.053757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:59.053792] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:59.158108] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:59.158277] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:59.158316] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:59.158346] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:59.161823] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: DOWN (p=2.90%)
[2025-11-22T01:24:59.162138] [INFO ] [FORECASTER] Completed predict_future for HAE
[2025-11-22T01:24:59.313946] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-11-22T01:24:59.314784] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:59.314811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:59.314868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:59.379557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:59.380166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:59.380246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:59.380279] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:59.481393] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:59.481541] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:59.481581] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:59.481610] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:59.484841] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: DOWN (p=23.94%)
[2025-11-22T01:24:59.485110] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-11-22T01:24:59.638301] [INFO ] [FORECASTER] Starting predict_future for HASI
[2025-11-22T01:24:59.639178] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:59.639206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:59.639280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:24:59.704997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:24:59.705786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:24:59.705872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:24:59.705907] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:24:59.807697] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:24:59.807860] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:24:59.807901] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:24:59.807930] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:24:59.811278] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: UP (p=69.96%)
[2025-11-22T01:24:59.811565] [INFO ] [FORECASTER] Completed predict_future for HASI
[2025-11-22T01:24:59.963779] [INFO ] [FORECASTER] Starting predict_future for HAYW
[2025-11-22T01:24:59.964618] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:24:59.964664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:24:59.964724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:00.033179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:00.034104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:00.034189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:00.034222] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:00.131792] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:00.131932] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:00.131970] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:00.131999] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:00.135225] [DEBUG] [FORECASTER] HAYW: Forecast T+1@11:T+2@11: DOWN (p=44.58%)
[2025-11-22T01:25:00.135497] [INFO ] [FORECASTER] Completed predict_future for HAYW
[2025-11-22T01:25:00.288003] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-11-22T01:25:00.288909] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:00.288943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:00.289012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:00.354958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:00.355780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:00.355867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:00.355902] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:00.453351] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:00.453540] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:00.453582] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:00.453611] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:00.457241] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: UP (p=53.66%)
[2025-11-22T01:25:00.457546] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-11-22T01:25:00.611055] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-11-22T01:25:00.611952] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:00.611980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:00.612041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:00.677631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:00.678458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:00.678542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:00.678577] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:00.788903] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:00.789097] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:00.789142] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:00.789194] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:00.793767] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: UP (p=83.42%)
[2025-11-22T01:25:00.794131] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-11-22T01:25:00.953281] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-11-22T01:25:00.954189] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:00.954216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:00.954273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:01.018689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:01.019549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:01.019633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:01.019693] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:01.788946] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:01.789129] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:01.789173] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:01.789204] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:01.793272] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: UP (p=93.57%)
[2025-11-22T01:25:01.793611] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-11-22T01:25:01.964497] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-11-22T01:25:01.965635] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:01.965700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:01.965788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:02.047843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:02.048784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:02.048872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:02.048907] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:02.204408] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:02.204585] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:02.204628] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:02.204675] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:02.208222] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2025-11-22T01:25:02.208509] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-11-22T01:25:02.358739] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-11-22T01:25:02.359600] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:02.359628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:02.359706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:02.425353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:02.426102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:02.426186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:02.426220] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:02.524143] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:02.524291] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:02.524330] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:02.524359] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:02.530869] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: DOWN (p=27.68%)
[2025-11-22T01:25:02.531207] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-11-22T01:25:02.682597] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-11-22T01:25:02.683482] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:02.683510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:02.683567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:02.748289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:02.749218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:02.749309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:02.749344] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:02.844460] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:02.844656] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:02.844700] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:02.844728] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:02.848140] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: UP (p=97.92%)
[2025-11-22T01:25:02.848426] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-11-22T01:25:03.000126] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-11-22T01:25:03.001000] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:03.001027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:03.001085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:03.064780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:03.065399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:03.065479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:03.065512] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:03.168941] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:03.169109] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:03.169149] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:03.169178] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:03.172471] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: UP (p=99.49%)
[2025-11-22T01:25:03.172768] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-11-22T01:25:03.334360] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-11-22T01:25:03.335530] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:03.335560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:03.335622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:03.405894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:03.407105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:03.407279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:03.407320] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:03.531805] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:03.532069] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:03.532124] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:03.532154] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:03.536430] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: DOWN (p=5.45%)
[2025-11-22T01:25:03.536868] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-11-22T01:25:03.704295] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-11-22T01:25:03.705291] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:03.705320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:03.705453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:03.772377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:03.773601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:03.773733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:03.773769] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:03.898266] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:03.898522] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:03.898568] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:03.898627] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:03.902602] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: UP (p=99.64%)
[2025-11-22T01:25:03.902963] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-11-22T01:25:04.060778] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-11-22T01:25:04.061787] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:04.061815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:04.061873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:04.129917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:04.131187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:04.131302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:04.131345] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:04.260593] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:04.260874] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:04.260923] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:04.260956] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:04.265028] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: UP (p=69.08%)
[2025-11-22T01:25:04.265442] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-11-22T01:25:04.425371] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-11-22T01:25:04.426426] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:04.426455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:04.426562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:04.493257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:04.494389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:04.494498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:04.494534] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:04.621164] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:04.621415] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:04.621459] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:04.621489] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:04.625529] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: UP (p=83.87%)
[2025-11-22T01:25:04.625878] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-11-22T01:25:04.784210] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2025-11-22T01:25:04.785134] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:04.785160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:04.785216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:04.852858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:04.853580] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:04.853686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:04.853724] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:04.973390] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:04.973526] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:04.973564] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:04.973592] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:04.976783] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: UP (p=95.54%)
[2025-11-22T01:25:04.977105] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2025-11-22T01:25:05.128267] [INFO ] [FORECASTER] Starting predict_future for HG
[2025-11-22T01:25:05.129131] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:05.129157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:05.129215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:05.193901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:05.194511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:05.194591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:05.194624] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:05.312236] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:05.312375] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:05.312413] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:05.312442] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:05.315756] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: UP (p=51.42%)
[2025-11-22T01:25:05.316032] [INFO ] [FORECASTER] Completed predict_future for HG
[2025-11-22T01:25:05.468527] [INFO ] [FORECASTER] Starting predict_future for HGER
[2025-11-22T01:25:05.469473] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:05.469500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:05.469557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:05.537547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:05.538657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:05.538763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:05.538799] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:05.657473] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:05.657693] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:05.657740] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:05.657769] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:05.661417] [DEBUG] [FORECASTER] HGER: Forecast T+1@11:T+2@11: DOWN (p=9.13%)
[2025-11-22T01:25:05.662137] [INFO ] [FORECASTER] Completed predict_future for HGER
[2025-11-22T01:25:05.814660] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-11-22T01:25:05.815524] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:05.815551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:05.815616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:05.880327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:05.881140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:05.881232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:05.881265] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:05.996781] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:05.996960] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:05.997004] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:05.997034] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:06.000407] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: DOWN (p=22.02%)
[2025-11-22T01:25:06.000719] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-11-22T01:25:06.151222] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-11-22T01:25:06.152102] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:06.152130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:06.152186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:06.221170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:06.221967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:06.222080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:06.222118] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:06.365521] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:06.365709] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:06.365751] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:06.365780] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:06.369309] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: DOWN (p=20.15%)
[2025-11-22T01:25:06.369587] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-11-22T01:25:06.520947] [INFO ] [FORECASTER] Starting predict_future for HGV
[2025-11-22T01:25:06.521832] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:06.521862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:06.521919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:06.587558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:06.588242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:06.588325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:06.588361] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:06.709517] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:06.709712] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:06.709755] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:06.709784] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:06.713127] [DEBUG] [FORECASTER] HGV: Forecast T+1@11:T+2@11: DOWN (p=5.03%)
[2025-11-22T01:25:06.713406] [INFO ] [FORECASTER] Completed predict_future for HGV
[2025-11-22T01:25:06.875396] [INFO ] [FORECASTER] Starting predict_future for HHH
[2025-11-22T01:25:06.876523] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:06.876552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:06.876615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:06.942892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:06.944113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:06.944222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:06.944258] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:07.076884] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:07.077190] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:07.077240] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:07.077271] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:07.081303] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: DOWN (p=2.32%)
[2025-11-22T01:25:07.081632] [INFO ] [FORECASTER] Completed predict_future for HHH
[2025-11-22T01:25:07.236177] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-11-22T01:25:07.237199] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:07.237226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:07.237285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:07.301976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:07.302988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:07.303085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:07.303120] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:07.426739] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:07.426984] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:07.427032] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:07.427089] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:07.431015] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: UP (p=88.78%)
[2025-11-22T01:25:07.431348] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-11-22T01:25:07.596145] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-11-22T01:25:07.597178] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:07.597209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:07.597282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:07.663689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:07.664901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:07.665034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:07.665070] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:07.792478] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:07.792782] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:07.792831] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:07.792862] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:07.796952] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: UP (p=80.62%)
[2025-11-22T01:25:07.797366] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-11-22T01:25:07.982321] [INFO ] [FORECASTER] Starting predict_future for HII
[2025-11-22T01:25:07.983585] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:07.983622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:07.983710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:08.050253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:08.051582] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:08.051964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:08.052002] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:08.184891] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:08.185136] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:08.185183] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:08.185214] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:08.189317] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: UP (p=57.75%)
[2025-11-22T01:25:08.189679] [INFO ] [FORECASTER] Completed predict_future for HII
[2025-11-22T01:25:08.366595] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-11-22T01:25:08.368017] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:08.368049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:08.368116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:08.435746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:08.436945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:08.437088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:08.437127] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:08.561298] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:08.561531] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:08.561581] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:08.561614] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:08.565253] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: UP (p=96.65%)
[2025-11-22T01:25:08.565543] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-11-22T01:25:08.720895] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-11-22T01:25:08.721865] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:08.721892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:08.721950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:08.788011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:08.788968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:08.789083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:08.789126] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:08.893903] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:08.894086] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:08.894128] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:08.894158] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:08.897634] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: DOWN (p=28.56%)
[2025-11-22T01:25:08.898027] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-11-22T01:25:09.056732] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2025-11-22T01:25:09.057616] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:09.057661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:09.057724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:09.125355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:09.126238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:09.126323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:09.126357] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:09.233763] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:09.233937] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:09.233979] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:09.234010] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:09.237423] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: UP (p=59.51%)
[2025-11-22T01:25:09.237763] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2025-11-22T01:25:09.415297] [INFO ] [FORECASTER] Starting predict_future for HIW
[2025-11-22T01:25:09.416190] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:09.416218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:09.416275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:09.486531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:09.487472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:09.487562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:09.487598] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:09.595306] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:09.595471] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:09.595514] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:09.595545] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:09.599122] [DEBUG] [FORECASTER] HIW: Forecast T+1@11:T+2@11: DOWN (p=20.08%)
[2025-11-22T01:25:09.599444] [INFO ] [FORECASTER] Completed predict_future for HIW
[2025-11-22T01:25:09.769587] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-11-22T01:25:09.770510] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:09.770539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:09.770599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:09.838300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:09.839153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:09.839244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:09.839280] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:09.940559] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:09.940750] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:09.940795] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:09.940827] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:09.944400] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: DOWN (p=12.55%)
[2025-11-22T01:25:09.944707] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-11-22T01:25:10.119030] [INFO ] [FORECASTER] Starting predict_future for HKD
[2025-11-22T01:25:10.119944] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:10.119974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:10.120032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:10.189188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:10.190077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:10.190167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:10.190220] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:10.296407] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:10.296604] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:10.296677] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:10.296719] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:10.301391] [DEBUG] [FORECASTER] HKD: Forecast T+1@11:T+2@11: UP (p=69.31%)
[2025-11-22T01:25:10.301822] [INFO ] [FORECASTER] Completed predict_future for HKD
[2025-11-22T01:25:10.459137] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-11-22T01:25:10.460094] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:10.460121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:10.460207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:10.525519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:10.526381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:10.526469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:10.526504] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:10.634631] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:10.634820] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:10.634862] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:10.634893] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:10.638828] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: DOWN (p=16.49%)
[2025-11-22T01:25:10.639184] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-11-22T01:25:10.798078] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-11-22T01:25:10.798958] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:10.798984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:10.799040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:10.863566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:10.864286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:10.864369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:10.864402] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:11.000003] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:11.000178] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:11.000218] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:11.000248] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:11.004061] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: DOWN (p=9.84%)
[2025-11-22T01:25:11.004354] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-11-22T01:25:11.165994] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-11-22T01:25:11.166891] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:11.166920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:11.166978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:11.235991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:11.236808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:11.236902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:11.236947] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:11.337973] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:11.338150] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:11.338192] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:11.338224] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:11.341717] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: UP (p=75.97%)
[2025-11-22T01:25:11.342009] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-11-22T01:25:11.514493] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-11-22T01:25:11.515376] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:11.515404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:11.515461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:11.581417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:11.582346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:11.582437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:11.582472] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:11.687438] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:11.687613] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:11.687676] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:11.687708] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:11.691115] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: DOWN (p=0.73%)
[2025-11-22T01:25:11.691440] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-11-22T01:25:11.849434] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-11-22T01:25:11.850301] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:11.850329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:11.850385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:11.915941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:11.916833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:11.916918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:11.916954] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:12.018050] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:12.018231] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:12.018273] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:12.018303] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:12.021756] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: DOWN (p=32.46%)
[2025-11-22T01:25:12.022075] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-11-22T01:25:12.174751] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-11-22T01:25:12.175704] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:12.175735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:12.175795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:12.244492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:12.245245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:12.245349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:12.245391] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:12.380301] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:12.380457] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:12.380509] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:12.380541] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:12.384379] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2025-11-22T01:25:12.384749] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-11-22T01:25:12.546308] [INFO ] [FORECASTER] Starting predict_future for HLT
[2025-11-22T01:25:12.547277] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:12.547306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:12.547364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:12.616143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:12.616940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:12.617025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:12.617078] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:12.724139] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:12.724322] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:12.724367] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:12.724398] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:12.727915] [DEBUG] [FORECASTER] HLT: Forecast T+1@11:T+2@11: UP (p=94.23%)
[2025-11-22T01:25:12.728205] [INFO ] [FORECASTER] Completed predict_future for HLT
[2025-11-22T01:25:12.882895] [INFO ] [FORECASTER] Starting predict_future for HLX
[2025-11-22T01:25:12.883743] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:12.883770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:12.883827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:12.947383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:12.948033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:12.948116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:12.948150] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:13.049173] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:13.049335] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:13.049375] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:13.049404] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:13.052718] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: DOWN (p=7.36%)
[2025-11-22T01:25:13.053000] [INFO ] [FORECASTER] Completed predict_future for HLX
[2025-11-22T01:25:13.201072] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-11-22T01:25:13.201926] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:13.201953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:13.202009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:13.266025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:13.266690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:13.266771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:13.266804] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:13.368038] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:13.368190] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:13.368230] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:13.368260] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:13.371607] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: UP (p=81.06%)
[2025-11-22T01:25:13.371905] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-11-22T01:25:13.522227] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-11-22T01:25:13.523091] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:13.523118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:13.523180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:13.587161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:13.587835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:13.587916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:13.587951] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:13.687669] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:13.687827] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:13.687867] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:13.687896] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:13.691151] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: DOWN (p=3.88%)
[2025-11-22T01:25:13.691430] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-11-22T01:25:13.841621] [INFO ] [FORECASTER] Starting predict_future for HMY
[2025-11-22T01:25:13.842506] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:13.842533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:13.842591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:13.907531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:13.908287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:13.908370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:13.908404] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:14.011500] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:14.011686] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:14.011728] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:14.011766] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:14.015065] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: UP (p=62.77%)
[2025-11-22T01:25:14.015343] [INFO ] [FORECASTER] Completed predict_future for HMY
[2025-11-22T01:25:14.172573] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-11-22T01:25:14.173423] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:14.173450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:14.173512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:14.239377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:14.240302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:14.240383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:14.240417] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:14.343382] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:14.343556] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:14.343596] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:14.343625] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:14.347093] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: DOWN (p=10.37%)
[2025-11-22T01:25:14.347378] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-11-22T01:25:14.498954] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-11-22T01:25:14.499823] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:14.499851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:14.499907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:14.565482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:14.566323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:14.566407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:14.566441] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:14.675947] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:14.676117] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:14.676157] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:14.676187] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:14.679561] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: DOWN (p=3.09%)
[2025-11-22T01:25:14.679867] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-11-22T01:25:14.831093] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-11-22T01:25:14.831956] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:14.831983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:14.832041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:14.897925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:14.898794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:14.898882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:14.898917] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:14.999808] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:15] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:15.000042] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:15.000071] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:15.003530] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: DOWN (p=27.68%)
[2025-11-22T01:25:15.003843] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-11-22T01:25:15.164952] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-11-22T01:25:15.165831] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:15.165859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:15.165916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:15.230972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:15.231580] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:15.231679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:15.231718] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:15.342844] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:15.343008] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:15.343049] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:15.343079] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:15.346391] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: UP (p=91.61%)
[2025-11-22T01:25:15.346682] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-11-22T01:25:15.500363] [INFO ] [FORECASTER] Starting predict_future for HOV
[2025-11-22T01:25:15.501210] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:15.501238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:15.501295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:15.566048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:15.566710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:15.566790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:15.566823] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:15.666992] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:15.667188] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:15.667237] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:15.667274] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:15.670574] [DEBUG] [FORECASTER] HOV: Forecast T+1@11:T+2@11: DOWN (p=2.60%)
[2025-11-22T01:25:15.670867] [INFO ] [FORECASTER] Completed predict_future for HOV
[2025-11-22T01:25:15.823124] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-11-22T01:25:15.824161] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:15.824192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:15.824251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:15.894569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:15.895475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:15.895564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:15.895601] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:16.003271] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:16.003501] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:16.003549] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:16.003581] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:16.007197] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: DOWN (p=45.92%)
[2025-11-22T01:25:16.007502] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-11-22T01:25:16.164812] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-11-22T01:25:16.165714] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:16.165766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:16.165876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:16.235365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:16.236155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:16.236259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:16.236303] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:16.340664] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:16.340835] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:16.340875] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:16.340906] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:16.344452] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: UP (p=80.30%)
[2025-11-22T01:25:16.344767] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-11-22T01:25:16.504871] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-11-22T01:25:16.505787] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:16.505815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:16.505872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:16.570073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:16.570875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:16.570967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:16.571001] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:16.668674] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:16.668824] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:16.668863] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:16.668891] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:16.672179] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: DOWN (p=6.33%)
[2025-11-22T01:25:16.672458] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-11-22T01:25:16.823101] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-11-22T01:25:16.823955] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:16.823983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:16.824041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:16.891695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:16.892472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:16.892555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:16.892589] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:16.992015] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:16.992182] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:16.992222] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:16.992253] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:16.995543] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: DOWN (p=0.98%)
[2025-11-22T01:25:16.995838] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-11-22T01:25:17.146075] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-11-22T01:25:17.146997] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:17.147025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:17.147110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:17.214879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:17.215671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:17.215756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:17.215791] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:17.323162] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:17.323349] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:17.323418] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:17.323453] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:17.327448] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: UP (p=58.49%)
[2025-11-22T01:25:17.328229] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-11-22T01:25:17.487559] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-11-22T01:25:17.488570] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:17.488599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:17.488678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:17.558760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:17.559635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:17.559749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:17.559790] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:17.671097] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:17.671304] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:17.671359] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:17.671389] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:17.674960] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: UP (p=96.19%)
[2025-11-22T01:25:17.675259] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-11-22T01:25:17.833088] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-11-22T01:25:17.833965] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:17.833992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:17.834049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:17.899156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:17.899889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:17.899971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:17.900004] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:17.999942] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:18.000109] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:18.000149] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:18.000178] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:18.003530] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: UP (p=77.88%)
[2025-11-22T01:25:18.003842] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-11-22T01:25:18.156297] [INFO ] [FORECASTER] Starting predict_future for HQH
[2025-11-22T01:25:18.157195] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:18.157223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:18.157281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:18.223937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:18.224631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:18.224732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:18.224775] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:18.324922] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:18.325099] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:18.325140] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:18.325171] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:18.328555] [DEBUG] [FORECASTER] HQH: Forecast T+1@11:T+2@11: UP (p=81.35%)
[2025-11-22T01:25:18.328853] [INFO ] [FORECASTER] Completed predict_future for HQH
[2025-11-22T01:25:18.481229] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-11-22T01:25:18.482137] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:18.482166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:18.482229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:18.548257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:18.548928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:18.549008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:18.549041] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:18.649536] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:18.649729] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:18.649770] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:18.649799] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:18.653071] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: DOWN (p=2.56%)
[2025-11-22T01:25:18.653357] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-11-22T01:25:18.806500] [INFO ] [FORECASTER] Starting predict_future for HR
[2025-11-22T01:25:18.807381] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:18.807409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:18.807466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:18.872631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:18.873288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:18.873368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:18.873401] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:18.979960] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:18.980123] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:18.980163] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:18.980192] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:18.983503] [DEBUG] [FORECASTER] HR: Forecast T+1@11:T+2@11: DOWN (p=45.87%)
[2025-11-22T01:25:18.983799] [INFO ] [FORECASTER] Completed predict_future for HR
[2025-11-22T01:25:19.136511] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-11-22T01:25:19.137413] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:19.137440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:19.137496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:19.202155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:19.202849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:19.202930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:19.202965] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:19.296971] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:19.297168] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:19.297210] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:19.297241] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:19.300865] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: DOWN (p=30.93%)
[2025-11-22T01:25:19.301154] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-11-22T01:25:19.456524] [INFO ] [FORECASTER] Starting predict_future for HRI
[2025-11-22T01:25:19.457436] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:19.457466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:19.457525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:19.523473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:19.524105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:19.524187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:19.524222] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:19.621531] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:19.624503] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:19.624555] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:19.624606] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:19.628061] [DEBUG] [FORECASTER] HRI: Forecast T+1@11:T+2@11: UP (p=86.17%)
[2025-11-22T01:25:19.628364] [INFO ] [FORECASTER] Completed predict_future for HRI
[2025-11-22T01:25:19.780602] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-11-22T01:25:19.781460] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:19.781490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:19.781548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:19.848356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:19.849060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:19.849167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:19.849203] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:19.931499] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:19.931688] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:19.931732] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:19.931761] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:19.935106] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: DOWN (p=12.36%)
[2025-11-22T01:25:19.935394] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-11-22T01:25:20.086415] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-11-22T01:25:20.087278] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:20.087305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:20.087360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:20.151954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:20.152570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:20.152669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:20.152709] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:20.250944] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:20.251081] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:20.251118] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:20.251147] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:20.254348] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: DOWN (p=1.46%)
[2025-11-22T01:25:20.254619] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-11-22T01:25:20.406028] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-11-22T01:25:20.406880] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:20.406908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:20.406964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:20.471662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:20.472508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:20.472594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:20.472628] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:20.596221] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:20.596387] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:20.596426] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:20.596455] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:20.599842] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: DOWN (p=29.51%)
[2025-11-22T01:25:20.600119] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-11-22T01:25:20.758580] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-11-22T01:25:20.759450] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:20.759477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:20.759534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:20.828044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:20.828701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:20.828784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:20.828820] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:20.934008] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:20.934183] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:20.934228] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:20.934258] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:20.937713] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: DOWN (p=21.69%)
[2025-11-22T01:25:20.938000] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-11-22T01:25:21.093936] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-11-22T01:25:21.094806] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:21.094834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:21.094891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:21.162097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:21.162819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:21.162909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:21.162946] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:21.264186] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:21.264337] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:21.264375] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:21.264404] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:21.267712] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: UP (p=85.03%)
[2025-11-22T01:25:21.267988] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-11-22T01:25:21.417852] [INFO ] [FORECASTER] Starting predict_future for HTD
[2025-11-22T01:25:21.419290] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:21.419319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:21.419380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:21.483421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:21.484132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:21.484214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:21.484247] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:21.584686] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:21.584852] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:21.584892] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:21.584920] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:21.588259] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: UP (p=95.55%)
[2025-11-22T01:25:21.588568] [INFO ] [FORECASTER] Completed predict_future for HTD
[2025-11-22T01:25:21.741227] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-11-22T01:25:21.742092] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:21.742151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:21.742209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:21.806886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:21.807563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:21.807662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:21.807699] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:21.905695] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:21.905853] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:21.905894] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:21.905942] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:21.909229] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: DOWN (p=2.46%)
[2025-11-22T01:25:21.909538] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-11-22T01:25:22.062180] [INFO ] [FORECASTER] Starting predict_future for HTH
[2025-11-22T01:25:22.063083] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:22.063111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:22.063169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:22.129756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:22.130624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:22.130730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:22.130765] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:22.231091] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:22.231263] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:22.231306] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:22.231338] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:22.234811] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: DOWN (p=24.82%)
[2025-11-22T01:25:22.235122] [INFO ] [FORECASTER] Completed predict_future for HTH
[2025-11-22T01:25:22.395334] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-11-22T01:25:22.396181] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:22.396209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:22.396269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:22.461320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:22.461955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:22.462037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:22.462072] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:22.565990] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:22.566138] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:22.566176] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:22.566206] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:22.569472] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: DOWN (p=6.88%)
[2025-11-22T01:25:22.569770] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-11-22T01:25:22.720980] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-11-22T01:25:22.721849] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:22.721876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:22.721935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:22.789674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:22.790575] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:22.790686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:22.790728] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:22.891587] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:22.891794] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:22.891839] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:22.891870] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:22.897312] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: DOWN (p=34.80%)
[2025-11-22T01:25:22.897701] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-11-22T01:25:23.053938] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-11-22T01:25:23.054859] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:23.054886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:23.054943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:23.120467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:23.121408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:23.121498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:23.121533] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:23.224326] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:23.224496] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:23.224538] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:23.224567] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:23.227926] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: UP (p=98.40%)
[2025-11-22T01:25:23.228207] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-11-22T01:25:23.382430] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-11-22T01:25:23.383266] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:23.383294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:23.383351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:23.450625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:23.451260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:23.451341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:23.451377] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:23.577802] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:23.577952] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:23.577990] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:23.578020] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:23.581429] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: UP (p=96.20%)
[2025-11-22T01:25:23.581756] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-11-22T01:25:23.739181] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-11-22T01:25:23.740020] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:23.740046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:23.740104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:23.808899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:23.809855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:23.809946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:23.809981] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:23.917054] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:23.917228] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:23.917270] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:23.917299] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:23.920756] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: DOWN (p=4.72%)
[2025-11-22T01:25:23.921052] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-11-22T01:25:24.074526] [INFO ] [FORECASTER] Starting predict_future for HVT
[2025-11-22T01:25:24.075447] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:24.075481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:24.075541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:24.141580] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:24.142352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:24.142450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:24.142490] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:24.245828] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:24.245997] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:24.246037] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:24.246066] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:24.249828] [DEBUG] [FORECASTER] HVT: Forecast T+1@11:T+2@11: DOWN (p=2.43%)
[2025-11-22T01:25:24.250107] [INFO ] [FORECASTER] Completed predict_future for HVT
[2025-11-22T01:25:24.404056] [INFO ] [FORECASTER] Starting predict_future for HWM
[2025-11-22T01:25:24.404948] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:24.404975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:24.405031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:24.469997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:24.470739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:24.470822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:24.470856] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:24.572110] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:24.572277] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:24.572318] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:24.572347] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:24.575695] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: UP (p=82.88%)
[2025-11-22T01:25:24.575970] [INFO ] [FORECASTER] Completed predict_future for HWM
[2025-11-22T01:25:24.730335] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-11-22T01:25:24.731185] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:24.731211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:24.731267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:24.796104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:24.796840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:24.796924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:24.796958] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:24.899732] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:24.899900] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:24.899940] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:24.899970] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:24.903277] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: DOWN (p=27.11%)
[2025-11-22T01:25:24.903588] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-11-22T01:25:25.053537] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-11-22T01:25:25.054381] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:25.054410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:25.054466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:25.118359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:25.118988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:25.119068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:25.119131] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:25.224299] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:25.224476] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:25.224521] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:25.224551] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:25.228041] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: DOWN (p=8.42%)
[2025-11-22T01:25:25.228331] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-11-22T01:25:25.379170] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-11-22T01:25:25.380013] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:25.380041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:25.380097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:25.443743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:25.444360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:25.444456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:25.444489] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:25.542769] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:25.542924] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:25.542966] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:25.542995] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:25.546245] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: DOWN (p=29.62%)
[2025-11-22T01:25:25.546519] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-11-22T01:25:25.695810] [INFO ] [FORECASTER] Starting predict_future for HYT
[2025-11-22T01:25:25.696632] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:25.696682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:25.696741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:25.760759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:25.761404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:25.761490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:25.761524] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:25.859056] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:25.859222] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:25.859261] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:25.859291] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:25.862586] [DEBUG] [FORECASTER] HYT: Forecast T+1@11:T+2@11: UP (p=93.03%)
[2025-11-22T01:25:25.862883] [INFO ] [FORECASTER] Completed predict_future for HYT
[2025-11-22T01:25:26.016212] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-11-22T01:25:26.017117] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:26.017145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:26.017202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:26.081154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:26.081803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:26.081885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:26.081918] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:26.187198] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:26.187379] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:26.187427] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:26.187457] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:26.191118] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: DOWN (p=10.72%)
[2025-11-22T01:25:26.191458] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-11-22T01:25:26.396979] [INFO ] [FORECASTER] Starting predict_future for IAE
[2025-11-22T01:25:26.397859] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:26.397886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:26.397942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:26.461869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:26.462468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:26.462548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:26.462581] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:26.582285] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:26.582406] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:26.582446] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:26.582475] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:26.585749] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: DOWN (p=27.37%)
[2025-11-22T01:25:26.586044] [INFO ] [FORECASTER] Completed predict_future for IAE
[2025-11-22T01:25:26.745901] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-11-22T01:25:26.746989] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:26.747022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:26.747122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:26.815120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:26.815871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:26.815957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:26.815993] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:26.919605] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:26.919883] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:26.919927] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:26.919957] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:26.923549] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: UP (p=57.17%)
[2025-11-22T01:25:26.923860] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-11-22T01:25:27.083178] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-11-22T01:25:27.084040] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:27.084069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:27.084130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:27.149503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:27.150302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:27.150387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:27.150424] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:27.251772] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:27.251945] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:27.251985] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:27.252016] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:27.255480] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: DOWN (p=41.89%)
[2025-11-22T01:25:27.255786] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-11-22T01:25:27.406790] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-11-22T01:25:27.407747] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:27.407776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:27.407899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:27.474703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:27.475421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:27.475506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:27.475542] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:27.580825] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:27.580991] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:27.581032] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:27.581062] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:27.584334] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: UP (p=87.70%)
[2025-11-22T01:25:27.584616] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-11-22T01:25:27.737852] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-11-22T01:25:27.738721] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:27.738750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:27.738809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:27.804679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:27.805592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:27.805722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:27.805778] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:27.914983] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:27.915145] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:27.915185] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:27.915215] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:27.918777] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: UP (p=87.51%)
[2025-11-22T01:25:27.919063] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-11-22T01:25:28.070513] [INFO ] [FORECASTER] Starting predict_future for ICE
[2025-11-22T01:25:28.071373] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:28.071401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:28.071466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:28.137919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:28.138632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:28.138733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:28.138768] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:28.240874] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:28.241051] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:28.241097] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:28.241126] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:28.244818] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: UP (p=90.86%)
[2025-11-22T01:25:28.245104] [INFO ] [FORECASTER] Completed predict_future for ICE
[2025-11-22T01:25:28.398370] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-11-22T01:25:28.399282] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:28.399311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:28.399368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:28.465097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:28.466007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:28.466097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:28.466133] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:28.568745] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:28.568921] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:28.568964] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:28.568994] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:28.572562] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: UP (p=97.74%)
[2025-11-22T01:25:28.572905] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-11-22T01:25:28.733932] [INFO ] [FORECASTER] Starting predict_future for IDA
[2025-11-22T01:25:28.734792] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:28.734819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:28.734882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:28.800187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:28.800921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:28.801003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:28.801037] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:28.905407] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:28.905588] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:28.905658] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:28.905695] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:28.909151] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: UP (p=66.42%)
[2025-11-22T01:25:28.909427] [INFO ] [FORECASTER] Completed predict_future for IDA
[2025-11-22T01:25:29.061219] [INFO ] [FORECASTER] Starting predict_future for IDE
[2025-11-22T01:25:29.062085] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:29.062112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:29.062173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:29.129530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:29.130333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:29.130420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:29.130455] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:29.233154] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:29.233330] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:29.233372] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:29.233403] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:29.236830] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: UP (p=94.73%)
[2025-11-22T01:25:29.237138] [INFO ] [FORECASTER] Completed predict_future for IDE
[2025-11-22T01:25:29.389713] [INFO ] [FORECASTER] Starting predict_future for IDT
[2025-11-22T01:25:29.390529] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:29.390556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:29.390612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:29.455811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:29.456459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:29.456547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:29.456582] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:29.558983] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:29.559134] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:29.559173] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:29.559202] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:29.564198] [DEBUG] [FORECASTER] IDT: Forecast T+1@11:T+2@11: UP (p=92.14%)
[2025-11-22T01:25:29.564474] [INFO ] [FORECASTER] Completed predict_future for IDT
[2025-11-22T01:25:29.721337] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-11-22T01:25:29.722226] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:29.722253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:29.722311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:29.786817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:29.787560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:29.787664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:29.787703] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:29.906919] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:29.907158] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:29.907218] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:29.907261] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:29.912100] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: DOWN (p=30.78%)
[2025-11-22T01:25:29.912509] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-11-22T01:25:30.079025] [INFO ] [FORECASTER] Starting predict_future for IFF
[2025-11-22T01:25:30.080099] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:30.080142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:30.080219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:30.168732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:30.170011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:30.170151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:30.170199] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:30.314723] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:30.314947] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:30.315022] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:30.315076] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:30.325443] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: DOWN (p=17.94%)
[2025-11-22T01:25:30.326106] [INFO ] [FORECASTER] Completed predict_future for IFF
[2025-11-22T01:25:30.563550] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-11-22T01:25:30.564825] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:30.564872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:30.564965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:30.641254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:30.642212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:30.642310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:30.642345] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:30.768015] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:30.768198] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:30.768241] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:30.768270] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:30.772090] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: DOWN (p=35.78%)
[2025-11-22T01:25:30.772444] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-11-22T01:25:30.932020] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-11-22T01:25:30.932965] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:30.932992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:30.933051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:31.004837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:31.005785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:31.005876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:31.005922] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:31.106054] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:31.106220] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:31.106318] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:31.106351] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:31.111337] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: UP (p=76.97%)
[2025-11-22T01:25:31.111631] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-11-22T01:25:31.265562] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-11-22T01:25:31.266435] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:31.266464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:31.266522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:31.331212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:31.331938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:31.332021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:31.332057] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:31.431575] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:31.431766] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:31.431809] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:31.431839] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:31.435472] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: DOWN (p=46.40%)
[2025-11-22T01:25:31.435792] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-11-22T01:25:31.599219] [INFO ] [FORECASTER] Starting predict_future for IGD
[2025-11-22T01:25:31.600115] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:31.600143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:31.600200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:31.666179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:31.667078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:31.667176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:31.667210] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:31.769795] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:31.769965] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:31.770034] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:31.770083] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:31.773509] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: UP (p=80.74%)
[2025-11-22T01:25:31.773822] [INFO ] [FORECASTER] Completed predict_future for IGD
[2025-11-22T01:25:31.931373] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-11-22T01:25:31.932222] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:31.932250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:31.932307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:31.998772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:31.999620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:31.999730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:31.999767] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:32.099907] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:32.100080] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:32.100122] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:32.100151] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:32.103503] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: DOWN (p=38.92%)
[2025-11-22T01:25:32.103814] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-11-22T01:25:32.256076] [INFO ] [FORECASTER] Starting predict_future for IGR
[2025-11-22T01:25:32.256968] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:32.256996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:32.257074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:32.322746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:32.323599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:32.323708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:32.323745] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:32.423207] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:32.423372] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:32.423416] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:32.423447] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:32.426852] [DEBUG] [FORECASTER] IGR: Forecast T+1@11:T+2@11: UP (p=90.67%)
[2025-11-22T01:25:32.427161] [INFO ] [FORECASTER] Completed predict_future for IGR
[2025-11-22T01:25:32.583163] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-11-22T01:25:32.584021] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:32.584048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:32.584105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:32.647861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:32.648510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:32.648590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:32.648624] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:32.741231] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:32.741412] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:32.741453] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:32.741483] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:32.744804] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: UP (p=95.92%)
[2025-11-22T01:25:32.745101] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-11-22T01:25:32.895220] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-11-22T01:25:32.896088] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:32.896116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:32.896172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:32.960756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:32.961456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:32.961539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:32.961573] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:33.061572] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:33.061742] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:33.061782] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:33.061811] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:33.065174] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: DOWN (p=12.36%)
[2025-11-22T01:25:33.065447] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-11-22T01:25:33.214913] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-11-22T01:25:33.215760] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:33.215788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:33.215844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:33.280158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:33.280890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:33.280973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:33.281008] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:33.376023] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:33.376191] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:33.376230] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:33.376260] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:33.379592] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: UP (p=84.96%)
[2025-11-22T01:25:33.379890] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-11-22T01:25:33.533631] [INFO ] [FORECASTER] Starting predict_future for IIF
[2025-11-22T01:25:33.534480] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:33.534509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:33.534566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:33.601520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:33.602338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:33.602426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:33.602463] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:33.686070] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:33.686233] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:33.686275] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:33.686307] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:33.689776] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: UP (p=74.21%)
[2025-11-22T01:25:33.690076] [INFO ] [FORECASTER] Completed predict_future for IIF
[2025-11-22T01:25:33.842432] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2025-11-22T01:25:33.843334] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:33.843379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:33.843437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:33.910309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:33.911041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:33.911123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:33.911158] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:34.033676] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:34.034276] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:34.034319] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:34.034347] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:34.037778] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: UP (p=92.76%)
[2025-11-22T01:25:34.038053] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2025-11-22T01:25:34.193569] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-11-22T01:25:34.194428] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:34.194455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:34.194511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:34.259662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:34.260327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:34.260406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:34.260439] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:34.371406] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:34.371570] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:34.371610] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:34.371657] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:34.375033] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: UP (p=94.70%)
[2025-11-22T01:25:34.375312] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-11-22T01:25:34.530233] [INFO ] [FORECASTER] Starting predict_future for IIPR
[2025-11-22T01:25:34.531301] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:34.531330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:34.531392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:34.598415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:34.599581] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:34.599703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:34.599744] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:34.723822] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:34.724061] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:34.724108] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:34.724137] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:34.728210] [DEBUG] [FORECASTER] IIPR: Forecast T+1@11:T+2@11: UP (p=76.09%)
[2025-11-22T01:25:34.728544] [INFO ] [FORECASTER] Completed predict_future for IIPR
[2025-11-22T01:25:34.918582] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-11-22T01:25:34.919619] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:34.919682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:34.919748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:34.987928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:34.989075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:34.989177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:34.989214] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:35.113237] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:35.113503] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:35.113590] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:35.113626] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:35.117709] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-11-22T01:25:35.118056] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-11-22T01:25:35.281866] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-11-22T01:25:35.282870] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:35.282898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:35.282956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:35.348707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:35.349906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:35.350023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:35.350059] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:35.471655] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:35.471901] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:35.471950] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:35.471982] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:35.476073] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: DOWN (p=30.47%)
[2025-11-22T01:25:35.476446] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-11-22T01:25:35.642396] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-11-22T01:25:35.643347] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:35.643375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:35.643431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:35.708675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:35.709422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:35.709508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:35.709540] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:35.811658] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:35.811837] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:35.811877] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:35.811906] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:35.815184] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: DOWN (p=31.62%)
[2025-11-22T01:25:35.815457] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-11-22T01:25:35.967547] [INFO ] [FORECASTER] Starting predict_future for INGR
[2025-11-22T01:25:35.968391] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:35.968418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:35.968480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:36.033398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:36.034193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:36.034277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:36.034311] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:36.132255] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:36.132424] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:36.132463] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:36.132492] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:36.135848] [DEBUG] [FORECASTER] INGR: Forecast T+1@11:T+2@11: UP (p=55.73%)
[2025-11-22T01:25:36.136139] [INFO ] [FORECASTER] Completed predict_future for INGR
[2025-11-22T01:25:36.287264] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-11-22T01:25:36.288154] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:36.288182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:36.288251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:36.353798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:36.354411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:36.354491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:36.354525] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:36.454247] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:36.454410] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:36.454449] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:36.454478] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:36.457820] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: DOWN (p=38.88%)
[2025-11-22T01:25:36.458093] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-11-22T01:25:36.609483] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-11-22T01:25:36.610344] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:36.610371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:36.610433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:36.674945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:36.675579] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:36.675682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:36.675720] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:36.782525] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:36.782706] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:36.782782] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:36.782814] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:36.788947] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: UP (p=98.23%)
[2025-11-22T01:25:36.789272] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-11-22T01:25:36.943036] [INFO ] [FORECASTER] Starting predict_future for INSW
[2025-11-22T01:25:36.944018] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:36.944046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:36.944103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:37.009344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:37.010261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:37.010348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:37.010382] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:37.120472] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:37.120673] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:37.120716] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:37.120746] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:37.124177] [DEBUG] [FORECASTER] INSW: Forecast T+1@11:T+2@11: DOWN (p=39.03%)
[2025-11-22T01:25:37.124474] [INFO ] [FORECASTER] Completed predict_future for INSW
[2025-11-22T01:25:37.281920] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-11-22T01:25:37.282817] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:37.282846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:37.282904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:37.349761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:37.350617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:37.350725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:37.350762] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:37.447177] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:37.447340] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:37.447382] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:37.447431] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:37.450974] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: UP (p=80.51%)
[2025-11-22T01:25:37.451262] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-11-22T01:25:37.603429] [INFO ] [FORECASTER] Starting predict_future for IONQ
[2025-11-22T01:25:37.604319] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:37.604348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:37.604407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:37.672345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:37.673207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:37.673292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:37.673325] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:37.779672] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:37.779831] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:37.779871] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:37.779901] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:37.783237] [DEBUG] [FORECASTER] IONQ: Forecast T+1@11:T+2@11: DOWN (p=29.36%)
[2025-11-22T01:25:37.783515] [INFO ] [FORECASTER] Completed predict_future for IONQ
[2025-11-22T01:25:37.937005] [INFO ] [FORECASTER] Starting predict_future for IOT
[2025-11-22T01:25:37.941139] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:37.941167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:37.941226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:38.010167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:38.011122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:38.011221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:38.011256] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:38.124238] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:38.124424] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:38.124487] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:38.124534] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:38.128716] [DEBUG] [FORECASTER] IOT: Forecast T+1@11:T+2@11: DOWN (p=2.62%)
[2025-11-22T01:25:38.129102] [INFO ] [FORECASTER] Completed predict_future for IOT
[2025-11-22T01:25:38.300843] [INFO ] [FORECASTER] Starting predict_future for IP
[2025-11-22T01:25:38.301749] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:38.301782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:38.301841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:38.367879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:38.368480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:38.368560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:38.368595] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:38.471993] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:38.472143] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:38.472182] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:38.472212] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:38.475663] [DEBUG] [FORECASTER] IP: Forecast T+1@11:T+2@11: UP (p=85.98%)
[2025-11-22T01:25:38.475939] [INFO ] [FORECASTER] Completed predict_future for IP
[2025-11-22T01:25:38.627983] [INFO ] [FORECASTER] Starting predict_future for IPG
[2025-11-22T01:25:38.628829] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:38.628856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:38.628914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:38.694665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:38.695343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:38.695434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:38.695468] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:38.800924] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:38.801086] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:38.801133] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:38.801163] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:38.804517] [DEBUG] [FORECASTER] IPG: Forecast T+1@11:T+2@11: UP (p=89.13%)
[2025-11-22T01:25:38.804809] [INFO ] [FORECASTER] Completed predict_future for IPG
[2025-11-22T01:25:38.956316] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-11-22T01:25:38.957185] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:38.957213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:38.957271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:39.024292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:39.024906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:39.024986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:39.025018] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:39.111923] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:39.112073] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:39.112113] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:39.112141] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:39.115411] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: DOWN (p=11.92%)
[2025-11-22T01:25:39.115703] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-11-22T01:25:39.266111] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-11-22T01:25:39.266947] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:39.266975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:39.267031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:39.331275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:39.331874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:39.331953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:39.331986] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:39.424341] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:39.424521] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:39.424567] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:39.424596] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:39.428128] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: DOWN (p=25.17%)
[2025-11-22T01:25:39.428488] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-11-22T01:25:39.585129] [INFO ] [FORECASTER] Starting predict_future for IQV
[2025-11-22T01:25:39.586028] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:39.586055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:39.586111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:39.652798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:39.653823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:39.653919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:39.653954] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:39.759583] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:39.759791] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:39.759833] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:39.759885] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:39.763518] [DEBUG] [FORECASTER] IQV: Forecast T+1@11:T+2@11: DOWN (p=13.78%)
[2025-11-22T01:25:39.763862] [INFO ] [FORECASTER] Completed predict_future for IQV
[2025-11-22T01:25:39.921235] [INFO ] [FORECASTER] Starting predict_future for IR
[2025-11-22T01:25:39.922135] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:39.922162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:39.922219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:39.989606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:39.990580] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:39.990690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:39.990730] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:40.096562] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:40.096757] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:40.096799] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:40.096828] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:40.100185] [DEBUG] [FORECASTER] IR: Forecast T+1@11:T+2@11: DOWN (p=46.89%)
[2025-11-22T01:25:40.100464] [INFO ] [FORECASTER] Completed predict_future for IR
[2025-11-22T01:25:40.260398] [INFO ] [FORECASTER] Starting predict_future for IRM
[2025-11-22T01:25:40.261279] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:40.261306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:40.261363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:40.331508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:40.332269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:40.332350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:40.332384] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:40.432743] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:40.432915] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:40.432954] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:40.432984] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:40.436340] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: UP (p=86.63%)
[2025-11-22T01:25:40.436617] [INFO ] [FORECASTER] Completed predict_future for IRM
[2025-11-22T01:25:40.592996] [INFO ] [FORECASTER] Starting predict_future for IRS
[2025-11-22T01:25:40.593877] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:40.593909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:40.593966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:40.661008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:40.661811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:40.661898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:40.661934] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:40.759935] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:40.760102] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:40.760144] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:40.760175] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:40.763800] [DEBUG] [FORECASTER] IRS: Forecast T+1@11:T+2@11: UP (p=65.96%)
[2025-11-22T01:25:40.764083] [INFO ] [FORECASTER] Completed predict_future for IRS
[2025-11-22T01:25:40.926603] [INFO ] [FORECASTER] Starting predict_future for IRT
[2025-11-22T01:25:40.927499] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:40.927527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:40.927583] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:40.995086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:40.995777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:40.995863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:40.995899] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:41.096453] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:41.096618] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:41.096676] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:41.096707] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:41.104594] [DEBUG] [FORECASTER] IRT: Forecast T+1@11:T+2@11: UP (p=89.35%)
[2025-11-22T01:25:41.105086] [INFO ] [FORECASTER] Completed predict_future for IRT
[2025-11-22T01:25:41.255394] [INFO ] [FORECASTER] Starting predict_future for ISD
[2025-11-22T01:25:41.256310] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:41.256337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:41.256393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:41.320377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:41.320997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:41.321079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:41.321112] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:41.410169] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:41.410281] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:41.410319] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:41.410347] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:41.413432] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: UP (p=88.87%)
[2025-11-22T01:25:41.413722] [INFO ] [FORECASTER] Completed predict_future for ISD
[2025-11-22T01:25:41.561587] [INFO ] [FORECASTER] Starting predict_future for IT
[2025-11-22T01:25:41.562446] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:41.562473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:41.562530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:41.626573] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:41.627248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:41.627329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:41.627361] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:41.743848] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:41.743963] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:41.744001] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:41.744031] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:41.747351] [DEBUG] [FORECASTER] IT: Forecast T+1@11:T+2@11: DOWN (p=21.74%)
[2025-11-22T01:25:41.747629] [INFO ] [FORECASTER] Completed predict_future for IT
[2025-11-22T01:25:41.907408] [INFO ] [FORECASTER] Starting predict_future for ITGR
[2025-11-22T01:25:41.908418] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:41.908446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:41.908504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:41.974466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:41.975441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:41.975536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:41.975570] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:42.077146] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:42.077339] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:42.077385] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:42.077414] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:42.081097] [DEBUG] [FORECASTER] ITGR: Forecast T+1@11:T+2@11: DOWN (p=35.99%)
[2025-11-22T01:25:42.081420] [INFO ] [FORECASTER] Completed predict_future for ITGR
[2025-11-22T01:25:42.239035] [INFO ] [FORECASTER] Starting predict_future for ITT
[2025-11-22T01:25:42.239969] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:42.239997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:42.240055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:42.305720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:42.306584] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:42.306688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:42.306725] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:42.404236] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:42.404404] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:42.404445] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:42.404506] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:42.409591] [DEBUG] [FORECASTER] ITT: Forecast T+1@11:T+2@11: DOWN (p=21.34%)
[2025-11-22T01:25:42.409916] [INFO ] [FORECASTER] Completed predict_future for ITT
[2025-11-22T01:25:42.561801] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-11-22T01:25:42.562697] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:42.562724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:42.562782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:42.627382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:42.628191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:42.628276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:42.628310] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:42.729942] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:42.730118] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:42.730158] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:42.730187] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:42.733572] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: DOWN (p=12.36%)
[2025-11-22T01:25:42.733892] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-11-22T01:25:42.890277] [INFO ] [FORECASTER] Starting predict_future for ITW
[2025-11-22T01:25:42.891237] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:42.891266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:42.891326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:42.959731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:42.960388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:42.960481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:42.960517] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:43.068962] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:43.069147] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:43.069190] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:43.069221] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:43.072687] [DEBUG] [FORECASTER] ITW: Forecast T+1@11:T+2@11: UP (p=83.70%)
[2025-11-22T01:25:43.072996] [INFO ] [FORECASTER] Completed predict_future for ITW
[2025-11-22T01:25:43.226011] [INFO ] [FORECASTER] Starting predict_future for IVR
[2025-11-22T01:25:43.226876] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:43.226904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:43.226961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:43.292577] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:43.293430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:43.293554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:43.293591] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:43.393382] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:43.393532] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:43.393572] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:43.393602] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:43.396945] [DEBUG] [FORECASTER] IVR: Forecast T+1@11:T+2@11: DOWN (p=0.32%)
[2025-11-22T01:25:43.397264] [INFO ] [FORECASTER] Completed predict_future for IVR
[2025-11-22T01:25:43.553744] [INFO ] [FORECASTER] Starting predict_future for IVT
[2025-11-22T01:25:43.554663] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:43.554698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:43.554757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:43.622990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:43.623883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:43.623972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:43.624008] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:43.738456] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:43.738624] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:43.738687] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:43.738718] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:43.742066] [DEBUG] [FORECASTER] IVT: Forecast T+1@11:T+2@11: UP (p=91.70%)
[2025-11-22T01:25:43.742343] [INFO ] [FORECASTER] Completed predict_future for IVT
[2025-11-22T01:25:43.895128] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-11-22T01:25:43.896045] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:43.896073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:43.896130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:43.961354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:43.962251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:43.962337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:43.962372] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:44.066178] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:44.066375] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:44.066431] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:44.066471] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:44.070146] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: DOWN (p=23.06%)
[2025-11-22T01:25:44.070439] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-11-22T01:25:44.228272] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-11-22T01:25:44.229135] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:44.229163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:44.229220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:44.294732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:44.295609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:44.295720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:44.295755] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:44.399866] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:44.400066] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:44.400112] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:44.400143] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:44.403634] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: UP (p=57.94%)
[2025-11-22T01:25:44.404031] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-11-22T01:25:44.558868] [INFO ] [FORECASTER] Starting predict_future for J
[2025-11-22T01:25:44.559751] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:44.559779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:44.559835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:44.625731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:44.626603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:44.626713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:44.626784] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:44.747566] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:44.747760] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:44.747805] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:44.747840] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:44.751223] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: UP (p=92.78%)
[2025-11-22T01:25:44.751528] [INFO ] [FORECASTER] Completed predict_future for J
[2025-11-22T01:25:44.907965] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-11-22T01:25:44.908868] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:44.908898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:44.908957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:44.975713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:44.976476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:44.976560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:44.976594] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:45.078541] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:45.078693] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:45.078732] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:45.078761] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:45.081996] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: DOWN (p=37.77%)
[2025-11-22T01:25:45.082270] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-11-22T01:25:45.237714] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-11-22T01:25:45.238594] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:45.238621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:45.238699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:45.304656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:45.305535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:45.305621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:45.305678] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:45.408394] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:45.408569] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:45.408611] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:45.408660] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:45.412019] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: UP (p=87.96%)
[2025-11-22T01:25:45.412309] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-11-22T01:25:45.567100] [INFO ] [FORECASTER] Starting predict_future for JBL
[2025-11-22T01:25:45.567993] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:45.568027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:45.568085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:45.633438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:45.634070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:45.634150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:45.634199] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:45.740753] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:45.740915] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:45.740962] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:45.740997] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:45.744241] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: UP (p=78.67%)
[2025-11-22T01:25:45.744516] [INFO ] [FORECASTER] Completed predict_future for JBL
[2025-11-22T01:25:45.904269] [INFO ] [FORECASTER] Starting predict_future for JBND
[2025-11-22T01:25:45.905256] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:45.905283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:45.905340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:45.970125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:45.970793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:45.970873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:45.970908] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:46.066212] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:46.066362] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:46.066401] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:46.066430] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:46.069790] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: DOWN (p=7.50%)
[2025-11-22T01:25:46.070070] [INFO ] [FORECASTER] Completed predict_future for JBND
[2025-11-22T01:25:46.222157] [INFO ] [FORECASTER] Starting predict_future for JCE
[2025-11-22T01:25:46.223054] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:46.223082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:46.223139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:46.291224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:46.292000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:46.292089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:46.292125] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:46.402322] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:46.402505] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:46.402546] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:46.402575] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:46.405886] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: UP (p=67.54%)
[2025-11-22T01:25:46.406159] [INFO ] [FORECASTER] Completed predict_future for JCE
[2025-11-22T01:25:46.556596] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-11-22T01:25:46.557517] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:46.557545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:46.557609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:46.622757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:46.623393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:46.623473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:46.623507] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:46.722179] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:46.722338] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:46.722377] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:46.722406] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:46.725706] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: DOWN (p=25.51%)
[2025-11-22T01:25:46.725988] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-11-22T01:25:46.877337] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-11-22T01:25:46.878252] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:46.878281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:46.878338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:46.943328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:46.944278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:46.944367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:46.944401] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:47.049754] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:47.049965] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:47.050018] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:47.050049] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:47.053522] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: UP (p=61.70%)
[2025-11-22T01:25:47.053826] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-11-22T01:25:47.204957] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-11-22T01:25:47.205821] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:47.205848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:47.205913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:47.270988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:47.271618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:47.271719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:47.271753] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:47.370031] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:47.370159] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:47.370196] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:47.370224] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:47.373451] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: DOWN (p=4.39%)
[2025-11-22T01:25:47.373755] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-11-22T01:25:47.527345] [INFO ] [FORECASTER] Starting predict_future for JFR
[2025-11-22T01:25:47.528231] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:47.528259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:47.528316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:47.594143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:47.594776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:47.594853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:47.594889] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:47.695938] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:47.696097] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:47.696136] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:47.696165] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:47.700963] [DEBUG] [FORECASTER] JFR: Forecast T+1@11:T+2@11: UP (p=94.75%)
[2025-11-22T01:25:47.701239] [INFO ] [FORECASTER] Completed predict_future for JFR
[2025-11-22T01:25:47.854191] [INFO ] [FORECASTER] Starting predict_future for JGH
[2025-11-22T01:25:47.855071] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:47.855098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:47.855155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:47.925111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:47.926022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:47.926110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:47.926143] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:48.045163] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:48.045333] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:48.045374] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:48.045402] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:48.051781] [DEBUG] [FORECASTER] JGH: Forecast T+1@11:T+2@11: UP (p=86.37%)
[2025-11-22T01:25:48.052069] [INFO ] [FORECASTER] Completed predict_future for JGH
[2025-11-22T01:25:48.210669] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-11-22T01:25:48.212421] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:48.212448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:48.212515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:48.279692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:48.280538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:48.280626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:48.280681] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:48.386304] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:48.386462] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:48.386505] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:48.386534] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:48.389995] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: UP (p=97.99%)
[2025-11-22T01:25:48.390283] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-11-22T01:25:48.541356] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-11-22T01:25:48.542202] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:48.542229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:48.542285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:48.607925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:48.608556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:48.608637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:48.608741] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:48.724108] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:48.724258] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:48.724303] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:48.724333] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:48.727719] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: DOWN (p=6.48%)
[2025-11-22T01:25:48.728009] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-11-22T01:25:48.882271] [INFO ] [FORECASTER] Starting predict_future for JHS
[2025-11-22T01:25:48.883190] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:48.883218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:48.883274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:48.949451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:48.950148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:48.950232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:48.950267] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:49.046213] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:49.046425] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:49.046468] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:49.046500] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:49.050161] [DEBUG] [FORECASTER] JHS: Forecast T+1@11:T+2@11: DOWN (p=13.18%)
[2025-11-22T01:25:49.050459] [INFO ] [FORECASTER] Completed predict_future for JHS
[2025-11-22T01:25:49.200988] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-11-22T01:25:49.201853] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:49.201880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:49.201937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:49.267122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:49.267788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:49.267871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:49.267907] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:49.371190] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:49.371328] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:49.371365] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:49.371394] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:49.374622] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: UP (p=85.60%)
[2025-11-22T01:25:49.374918] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-11-22T01:25:49.529686] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-11-22T01:25:49.530560] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:49.530589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:49.530666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:49.597904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:49.598602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:49.598709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:49.598747] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:49.696497] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:49.696730] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:49.696774] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:49.696804] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:49.700366] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: UP (p=71.60%)
[2025-11-22T01:25:49.700730] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-11-22T01:25:49.859144] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-11-22T01:25:49.860031] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:49.860066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:49.860135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:49.927814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:49.928556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:49.928658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:49.928695] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:50.023326] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:50.023481] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:50.023520] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:50.023550] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:50.026802] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: DOWN (p=26.66%)
[2025-11-22T01:25:50.027105] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-11-22T01:25:50.177448] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-11-22T01:25:50.178298] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:50.178325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:50.178382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:50.245251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:50.246044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:50.246143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:50.246178] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:50.345323] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:50.345500] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:50.345541] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:50.345570] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:50.348940] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: DOWN (p=42.15%)
[2025-11-22T01:25:50.349252] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-11-22T01:25:50.502281] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-11-22T01:25:50.503175] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:50.503203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:50.503259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:50.573050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:50.573833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:50.573915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:50.573953] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:50.668013] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:50.668201] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:50.668241] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:50.668271] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:50.671695] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: DOWN (p=22.87%)
[2025-11-22T01:25:50.671999] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-11-22T01:25:50.832077] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-11-22T01:25:50.832947] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:50.832980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:50.833050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:50.899181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:50.900095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:50.900181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:50.900216] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:51.000283] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:51.000457] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:51.000497] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:51.000528] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:51.004026] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: UP (p=56.89%)
[2025-11-22T01:25:51.004321] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-11-22T01:25:51.161605] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-11-22T01:25:51.162525] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:51.162553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:51.162612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:51.230392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:51.231333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:51.231444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:51.231481] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:51.340180] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:51.340380] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:51.340446] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:51.340500] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:51.345477] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: UP (p=99.61%)
[2025-11-22T01:25:51.345898] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-11-22T01:25:51.507370] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-11-22T01:25:51.508266] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:51.508310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:51.508368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:51.575519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:51.576205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:51.576286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:51.576323] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:51.695275] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:51.695379] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:51.695420] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:51.695449] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:51.698779] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: UP (p=93.05%)
[2025-11-22T01:25:51.699059] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-11-22T01:25:51.848888] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-11-22T01:25:51.849766] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:51.849795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:51.849858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:51.915537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:51.916188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:51.916270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:51.916304] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:52.010481] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:52.010626] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:52.010687] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:52.010718] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:52.014183] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: DOWN (p=30.45%)
[2025-11-22T01:25:52.014465] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-11-22T01:25:52.168224] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-11-22T01:25:52.169113] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:52.169144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:52.169202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:52.234615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:52.235272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:52.235355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:52.235388] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:52.307733] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:52.307891] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:52.307931] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:52.307962] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:52.311271] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: DOWN (p=8.69%)
[2025-11-22T01:25:52.311556] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-11-22T01:25:52.463006] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-11-22T01:25:52.463928] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:52.463987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:52.464048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:52.529987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:52.530667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:52.530749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:52.530784] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:52.621995] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:52.622235] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:52.622345] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:52.622384] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:52.625981] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: UP (p=92.05%)
[2025-11-22T01:25:52.626279] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-11-22T01:25:52.785887] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-11-22T01:25:52.786830] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:52.786859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:52.786917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:52.856130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:52.856822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:52.856906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:52.856940] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:52.956292] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:52.956462] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:52.956502] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:52.956532] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:52.959930] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: UP (p=96.36%)
[2025-11-22T01:25:52.960219] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-11-22T01:25:53.112219] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-11-22T01:25:53.113075] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:53.113103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:53.113160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:53.176824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:53.177520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:53.177600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:53.177634] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:53.269684] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:53.269844] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:53.269884] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:53.269914] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:53.273191] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: UP (p=56.28%)
[2025-11-22T01:25:53.273467] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-11-22T01:25:53.423204] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-11-22T01:25:53.424075] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:53.424102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:53.424158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:53.489403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:53.490041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:53.490121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:53.490155] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:53.590756] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:53.590916] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:53.590957] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:53.590985] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:53.594293] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: UP (p=92.76%)
[2025-11-22T01:25:53.594602] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-11-22T01:25:53.747442] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-11-22T01:25:53.748381] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:53.748410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:53.748480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:53.815947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:53.816807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:53.816893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:53.816929] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:53.912716] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:53.912867] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:53.912907] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:53.912936] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:53.916253] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: UP (p=92.23%)
[2025-11-22T01:25:53.916529] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-11-22T01:25:54.068818] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-11-22T01:25:54.069690] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:54.069717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:54.069773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:54.134418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:54.135022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:54.135115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:54.135155] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:54.238656] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:54.238811] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:54.238851] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:54.238879] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:54.242161] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2025-11-22T01:25:54.242441] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-11-22T01:25:54.391691] [INFO ] [FORECASTER] Starting predict_future for K
[2025-11-22T01:25:54.392525] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:54.392552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:54.392609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:54.456925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:54.457525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:54.457606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:54.457639] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:54.556858] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:54.556985] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:54.557022] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:54.557061] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:54.560319] [DEBUG] [FORECASTER] K: Forecast T+1@11:T+2@11: DOWN (p=4.48%)
[2025-11-22T01:25:54.560592] [INFO ] [FORECASTER] Completed predict_future for K
[2025-11-22T01:25:54.712275] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-11-22T01:25:54.713212] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:54.713240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:54.713298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:54.778073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:54.778812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:54.778895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:54.778928] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:54.871827] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:54.871998] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:54.872038] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:54.872090] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:54.875437] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: DOWN (p=22.63%)
[2025-11-22T01:25:54.875744] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-11-22T01:25:55.026033] [INFO ] [FORECASTER] Starting predict_future for KAR
[2025-11-22T01:25:55.026905] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:55.026932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:55.026988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:55.091605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:55.092297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:55.092379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:55.092413] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:55.188664] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:55.188837] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:55.188878] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:55.188907] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:55.192250] [DEBUG] [FORECASTER] KAR: Forecast T+1@11:T+2@11: UP (p=54.83%)
[2025-11-22T01:25:55.192528] [INFO ] [FORECASTER] Completed predict_future for KAR
[2025-11-22T01:25:55.342545] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-11-22T01:25:55.343400] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:55.343428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:55.343484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:55.407407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:55.408078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:55.408160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:55.408198] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:55.502231] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:55.502405] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:55.502445] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:55.502474] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:55.505807] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: UP (p=53.68%)
[2025-11-22T01:25:55.506088] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-11-22T01:25:55.656771] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-11-22T01:25:55.657634] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:55.657686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:55.657745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:55.722494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:55.723345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:55.723428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:55.723461] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:55.824322] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:55.824503] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:55.825010] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:55.825065] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:55.828698] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: DOWN (p=34.71%)
[2025-11-22T01:25:55.829043] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-11-22T01:25:55.984827] [INFO ] [FORECASTER] Starting predict_future for KBR
[2025-11-22T01:25:55.985716] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:55.985756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:55.985838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:56.052637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:56.053463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:56.053549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:56.053584] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:56.150387] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:56.150548] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:56.150588] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:56.150616] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:56.154165] [DEBUG] [FORECASTER] KBR: Forecast T+1@11:T+2@11: UP (p=93.32%)
[2025-11-22T01:25:56.154444] [INFO ] [FORECASTER] Completed predict_future for KBR
[2025-11-22T01:25:56.308831] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-11-22T01:25:56.309728] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:56.309755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:56.309811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:56.374265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:56.374986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:56.375068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:56.375103] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:56.495366] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:56.495538] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:56.495581] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:56.495609] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:56.498947] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: DOWN (p=45.07%)
[2025-11-22T01:25:56.499226] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-11-22T01:25:56.649956] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-11-22T01:25:56.650861] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:56.650888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:56.650944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:56.715132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:56.716057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:56.716151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:56.716186] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:56.839965] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:56.840171] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:56.840224] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:56.840266] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:56.845270] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: UP (p=75.10%)
[2025-11-22T01:25:56.845807] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-11-22T01:25:57.023851] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-11-22T01:25:57.024724] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:57.024752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:57.024808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:57.091683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:57.092626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:57.092739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:57.092776] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:57.201974] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:57.202173] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:57.202235] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:57.202302] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:57.205991] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: DOWN (p=39.95%)
[2025-11-22T01:25:57.206372] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-11-22T01:25:57.363550] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-11-22T01:25:57.364434] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:57.364461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:57.364517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:57.430615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:57.431495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:57.431587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:57.431622] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:57.561530] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:57.561726] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:57.561770] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:57.561801] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:57.565212] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: UP (p=97.47%)
[2025-11-22T01:25:57.565501] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-11-22T01:25:57.718702] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-11-22T01:25:57.719581] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:57.719609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:57.719688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:57.784974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:57.786002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:57.786091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:57.786126] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:57.904144] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:57.904268] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:57.904306] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:57.904333] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:57.907538] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: DOWN (p=11.31%)
[2025-11-22T01:25:57.907843] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-11-22T01:25:58.058723] [INFO ] [FORECASTER] Starting predict_future for KF
[2025-11-22T01:25:58.059626] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:58.059682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:58.059741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:58.123544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:58.124252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:58.124338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:58.124371] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:58.220587] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:58.220744] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:58.220784] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:58.220813] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:58.224020] [DEBUG] [FORECASTER] KF: Forecast T+1@11:T+2@11: UP (p=82.51%)
[2025-11-22T01:25:58.224293] [INFO ] [FORECASTER] Completed predict_future for KF
[2025-11-22T01:25:58.375197] [INFO ] [FORECASTER] Starting predict_future for KFRC
[2025-11-22T01:25:58.376053] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:58.376081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:58.376144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:58.444312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:58.445432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:58.445526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:58.445566] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:58.552864] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:58.553090] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:58.553147] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:58.553180] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:58.557021] [DEBUG] [FORECASTER] KFRC: Forecast T+1@11:T+2@11: DOWN (p=19.23%)
[2025-11-22T01:25:58.557392] [INFO ] [FORECASTER] Completed predict_future for KFRC
[2025-11-22T01:25:58.719279] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-11-22T01:25:58.720212] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:58.720239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:58.720301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:58.785519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:58.786343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:58.786430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:58.786465] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:58.889302] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:58.889471] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:58.889513] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:58.889542] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:58.893142] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: DOWN (p=43.05%)
[2025-11-22T01:25:58.893453] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-11-22T01:25:59.053053] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-11-22T01:25:59.054009] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:59.054035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:59.054091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:59.118593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:59.119257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:59.119352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:59.119386] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:59.217731] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:59.217901] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:59.217945] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:59.217974] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:59.221494] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: UP (p=97.63%)
[2025-11-22T01:25:59.221818] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-11-22T01:25:59.377495] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-11-22T01:25:59.378433] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:59.378461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:59.378518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:59.449103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:59.449885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:59.449979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:59.450013] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:59.556127] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:59.556295] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:59.556337] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:59.556366] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:59.559903] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: UP (p=98.43%)
[2025-11-22T01:25:59.560258] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-11-22T01:25:59.711991] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-11-22T01:25:59.712908] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:25:59.712936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:25:59.712992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:25:59.779983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:25:59.780715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:25:59.780800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:25:59.780835] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:25:59.923337] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:25:59.923512] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:25:59.923554] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:25:59.923583] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:25:59.927089] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: UP (p=97.95%)
[2025-11-22T01:25:59.927376] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-11-22T01:26:00.091943] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-11-22T01:26:00.092914] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:00.092942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:00.093000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:00.161850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:00.162690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:00.162780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:00.162815] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:00.914497] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:00.914627] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:00.914688] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:00.914718] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:00.918057] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: DOWN (p=2.84%)
[2025-11-22T01:26:00.918340] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-11-22T01:26:01.068556] [INFO ] [FORECASTER] Starting predict_future for KKR
[2025-11-22T01:26:01.069418] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:01.069446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:01.069502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:01.133184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:01.133806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:01.133886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:01.133918] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:01.239035] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:01.239194] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:01.239236] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:01.239268] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:01.242611] [DEBUG] [FORECASTER] KKR: Forecast T+1@11:T+2@11: UP (p=58.37%)
[2025-11-22T01:26:01.242907] [INFO ] [FORECASTER] Completed predict_future for KKR
[2025-11-22T01:26:01.393029] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-11-22T01:26:01.393879] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:01.393907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:01.393964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:01.458820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:01.459466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:01.459564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:01.459597] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:01.559695] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:01.559829] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:01.559866] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:01.559895] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:01.563172] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: DOWN (p=45.60%)
[2025-11-22T01:26:01.563479] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-11-22T01:26:01.714762] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-11-22T01:26:01.715614] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:01.715669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:01.715731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:01.781833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:01.782528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:01.782627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:01.782688] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:01.883688] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:01.883845] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:01.883885] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:01.883915] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:01.887209] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: DOWN (p=6.68%)
[2025-11-22T01:26:01.887485] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-11-22T01:26:02.037309] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-11-22T01:26:02.038158] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:02.038185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:02.038242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:02.103444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:02.104194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:02.104281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:02.104320] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:02.200772] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:02.200926] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:02.201331] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:02.201366] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:02.205133] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: UP (p=78.03%)
[2025-11-22T01:26:02.205405] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-11-22T01:26:02.359730] [INFO ] [FORECASTER] Starting predict_future for KMPR
[2025-11-22T01:26:02.360627] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:02.360677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:02.360736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:02.425450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:02.426393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:02.426485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:02.426520] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:02.525198] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:02.525393] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:02.525434] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:02.525463] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:02.528942] [DEBUG] [FORECASTER] KMPR: Forecast T+1@11:T+2@11: DOWN (p=27.60%)
[2025-11-22T01:26:02.529260] [INFO ] [FORECASTER] Completed predict_future for KMPR
[2025-11-22T01:26:02.684090] [INFO ] [FORECASTER] Starting predict_future for KMT
[2025-11-22T01:26:02.684970] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:02.684998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:02.685056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:02.749629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:02.750579] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:02.750690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:02.750728] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:02.896090] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:02.896261] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:02.896306] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:02.896335] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:02.899817] [DEBUG] [FORECASTER] KMT: Forecast T+1@11:T+2@11: DOWN (p=5.63%)
[2025-11-22T01:26:02.900102] [INFO ] [FORECASTER] Completed predict_future for KMT
[2025-11-22T01:26:03.054318] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-11-22T01:26:03.055179] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:03.055205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:03.055261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:03.120201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:03.121115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:03.121209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:03.121244] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:03.232873] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:03.233049] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:03.233090] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:03.233120] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:03.236755] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: UP (p=74.08%)
[2025-11-22T01:26:03.237113] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-11-22T01:26:03.389034] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-11-22T01:26:03.389912] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:03.389939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:03.389996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:03.454442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:03.455058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:03.455139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:03.455173] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:03.556138] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:03.556288] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:03.556326] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:03.556359] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:03.559577] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: DOWN (p=32.13%)
[2025-11-22T01:26:03.559866] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-11-22T01:26:03.715106] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-11-22T01:26:03.715998] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:03.716026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:03.716084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:03.781121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:03.781953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:03.782039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:03.782091] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:03.902110] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:03.902283] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:03.902324] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:03.902354] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:03.905955] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: DOWN (p=23.44%)
[2025-11-22T01:26:03.906237] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-11-22T01:26:04.063964] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-11-22T01:26:04.065242] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:04.065294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:04.065391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:04.138217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:04.139111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:04.139206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:04.139243] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:04.242660] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:04.242826] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:04.242869] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:04.242901] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:04.246279] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2025-11-22T01:26:04.246560] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-11-22T01:26:04.396427] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-11-22T01:26:04.397350] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:04.397381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:04.397439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:04.462243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:04.462901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:04.462983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:04.463017] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:04.563351] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:04.563516] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:04.563557] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:04.563587] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:04.566906] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: UP (p=72.28%)
[2025-11-22T01:26:04.567205] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-11-22T01:26:04.718969] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-11-22T01:26:04.719841] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:04.719870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:04.719928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:04.784902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:04.785549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:04.785630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:04.785687] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:04.887836] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:04.888007] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:04.888049] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:04.888079] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:04.891551] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: DOWN (p=20.70%)
[2025-11-22T01:26:04.891850] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-11-22T01:26:05.043070] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-11-22T01:26:05.043924] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:05.043952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:05.044009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:05.111150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:05.111909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:05.111993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:05.112028] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:05.224331] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:05.224498] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:05.224537] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:05.224567] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:05.227949] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: UP (p=67.70%)
[2025-11-22T01:26:05.228225] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-11-22T01:26:05.379731] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-11-22T01:26:05.380573] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:05.380600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:05.380678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:05.446895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:05.447518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:05.447598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:05.447632] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:05.554664] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:05.554829] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:05.554870] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:05.554898] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:05.558214] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: DOWN (p=17.13%)
[2025-11-22T01:26:05.558497] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-11-22T01:26:05.712794] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-11-22T01:26:05.713758] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:05.713786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:05.713843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:05.779240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:05.780164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:05.780250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:05.780284] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:05.908687] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:05.908841] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:05.908880] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:05.908910] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:05.912217] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: DOWN (p=4.18%)
[2025-11-22T01:26:05.912523] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-11-22T01:26:06.062676] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-11-22T01:26:06.063513] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:06.063541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:06.063598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:06.126938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:06.127544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:06.127625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:06.127678] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:06.230397] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:06.230585] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:06.230626] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:06.230680] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:06.234039] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: UP (p=90.94%)
[2025-11-22T01:26:06.234322] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-11-22T01:26:06.386668] [INFO ] [FORECASTER] Starting predict_future for KORE
[2025-11-22T01:26:06.387543] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:06.387571] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:06.387628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:06.452055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:06.452677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:06.452756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:06.452788] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:06.544580] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:06.544739] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:06.544778] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:06.544807] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:06.548107] [DEBUG] [FORECASTER] KORE: Forecast T+1@11:T+2@11: DOWN (p=4.42%)
[2025-11-22T01:26:06.548378] [INFO ] [FORECASTER] Completed predict_future for KORE
[2025-11-22T01:26:06.697698] [INFO ] [FORECASTER] Starting predict_future for KOS
[2025-11-22T01:26:06.698572] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:06.698600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:06.698682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:06.763283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:06.763929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:06.764014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:06.764048] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:06.893396] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:06.893582] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:06.893622] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:06.893671] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:06.896981] [DEBUG] [FORECASTER] KOS: Forecast T+1@11:T+2@11: UP (p=63.15%)
[2025-11-22T01:26:06.897282] [INFO ] [FORECASTER] Completed predict_future for KOS
[2025-11-22T01:26:07.046313] [INFO ] [FORECASTER] Starting predict_future for KR
[2025-11-22T01:26:07.047210] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:07.047237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:07.047294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:07.112044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:07.112690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:07.112771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:07.112804] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:07.215808] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:07.215948] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:07.215986] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:07.216016] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:07.219258] [DEBUG] [FORECASTER] KR: Forecast T+1@11:T+2@11: UP (p=94.28%)
[2025-11-22T01:26:07.219562] [INFO ] [FORECASTER] Completed predict_future for KR
[2025-11-22T01:26:07.371168] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-11-22T01:26:07.372054] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:07.372082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:07.372138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:07.436900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:07.437810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:07.437894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:07.437930] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:07.541213] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:07.541379] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:07.541417] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:07.541447] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:07.544736] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: DOWN (p=15.26%)
[2025-11-22T01:26:07.545102] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-11-22T01:26:07.698791] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-11-22T01:26:07.699669] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:07.699700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:07.699757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:07.768065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:07.769076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:07.769167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:07.769203] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:07.871238] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:07.871462] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:07.871503] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:07.871533] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:07.876114] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: UP (p=69.39%)
[2025-11-22T01:26:07.876395] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-11-22T01:26:08.028729] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-11-22T01:26:08.029608] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:08.029658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:08.029722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:08.095984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:08.096890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:08.096976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:08.097011] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:08.202263] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:08.202427] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:08.202467] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:08.202496] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:08.205849] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: DOWN (p=7.68%)
[2025-11-22T01:26:08.206136] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-11-22T01:26:08.357116] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-11-22T01:26:08.358005] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:08.358032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:08.358089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:08.427682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:08.428538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:08.428626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:08.428683] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:08.527685] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:08.527888] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:08.527931] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:08.527962] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:08.531459] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: DOWN (p=31.64%)
[2025-11-22T01:26:08.531772] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-11-22T01:26:08.686140] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-11-22T01:26:08.687019] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:08.687081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:08.687143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:08.754374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:08.755165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:08.755251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:08.755286] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:08.858613] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:08.858797] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:08.858837] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:08.858867] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:08.862340] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: UP (p=96.21%)
[2025-11-22T01:26:08.862692] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-11-22T01:26:09.017024] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-11-22T01:26:09.017916] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:09.017943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:09.018000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:09.082988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:09.083606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:09.083705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:09.083740] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:09.185707] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:09.185887] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:09.185928] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:09.185957] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:09.193488] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: DOWN (p=24.01%)
[2025-11-22T01:26:09.194137] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-11-22T01:26:09.347522] [INFO ] [FORECASTER] Starting predict_future for KT
[2025-11-22T01:26:09.348426] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:09.348453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:09.348510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:09.413487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:09.414194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:09.414279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:09.414314] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:09.509290] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:09.509455] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:09.509498] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:09.509527] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:09.512884] [DEBUG] [FORECASTER] KT: Forecast T+1@11:T+2@11: DOWN (p=44.97%)
[2025-11-22T01:26:09.513165] [INFO ] [FORECASTER] Completed predict_future for KT
[2025-11-22T01:26:09.665968] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-11-22T01:26:09.666843] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:09.666887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:09.666948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:09.732429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:09.733255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:09.733339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:09.733372] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:09.862440] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:09.862578] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:09.862618] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:09.862667] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:09.866006] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: DOWN (p=22.93%)
[2025-11-22T01:26:09.866283] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-11-22T01:26:10.018373] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-11-22T01:26:10.019270] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:10.019298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:10.019354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:10.083724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:10.084354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:10.084436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:10.084473] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:10.184869] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:10.185023] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:10.185062] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:10.185091] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:10.188389] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: UP (p=98.79%)
[2025-11-22T01:26:10.188693] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-11-22T01:26:10.341010] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-11-22T01:26:10.341848] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:10.341876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:10.341933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:10.407971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:10.408686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:10.408773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:10.408809] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:10.510511] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:10.510693] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:10.510737] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:10.510768] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:10.514184] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: DOWN (p=33.90%)
[2025-11-22T01:26:10.514492] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-11-22T01:26:10.714503] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-11-22T01:26:10.715352] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:10.715379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:10.715443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:10.782469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:10.783225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:10.783311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:10.783347] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:10.890889] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:10.891054] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:10.891115] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:10.891146] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:10.894574] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: DOWN (p=16.57%)
[2025-11-22T01:26:10.894873] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-11-22T01:26:11.049570] [INFO ] [FORECASTER] Starting predict_future for KW
[2025-11-22T01:26:11.050425] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:11.050453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:11.050509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:11.116869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:11.117570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:11.117674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:11.117713] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:11.229804] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:11.229964] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:11.230004] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:11.230034] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:11.233311] [DEBUG] [FORECASTER] KW: Forecast T+1@11:T+2@11: UP (p=86.05%)
[2025-11-22T01:26:11.233586] [INFO ] [FORECASTER] Completed predict_future for KW
[2025-11-22T01:26:11.387344] [INFO ] [FORECASTER] Starting predict_future for KWR
[2025-11-22T01:26:11.388201] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:11.388229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:11.388291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:11.454926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:11.455708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:11.455792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:11.455828] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:11.562571] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:11.562754] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:11.562803] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:11.562832] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:11.566235] [DEBUG] [FORECASTER] KWR: Forecast T+1@11:T+2@11: DOWN (p=13.80%)
[2025-11-22T01:26:11.566514] [INFO ] [FORECASTER] Completed predict_future for KWR
[2025-11-22T01:26:11.721702] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-11-22T01:26:11.722561] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:11.722589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:11.722665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:11.787212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:11.787956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:11.788041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:11.788074] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:11.890459] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:11.890630] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:11.890693] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:11.890723] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:11.895112] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: DOWN (p=20.97%)
[2025-11-22T01:26:11.895432] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-11-22T01:26:12.054924] [INFO ] [FORECASTER] Starting predict_future for L
[2025-11-22T01:26:12.055790] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:12.055818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:12.055891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:12.120824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:12.121713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:12.121812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:12.121847] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:12.223512] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:12.223696] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:12.223740] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:12.223770] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:12.227249] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: UP (p=88.29%)
[2025-11-22T01:26:12.227542] [INFO ] [FORECASTER] Completed predict_future for L
[2025-11-22T01:26:12.382891] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-11-22T01:26:12.383790] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:12.383818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:12.383875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:12.449275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:12.450194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:12.450284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:12.450322] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:12.552937] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:12.553104] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:12.553152] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:12.553212] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:12.556622] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: UP (p=64.25%)
[2025-11-22T01:26:12.556934] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-11-22T01:26:12.709029] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-11-22T01:26:12.709923] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:12.709951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:12.710011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:12.775337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:12.776130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:12.776212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:12.776246] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:12.901904] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:12.902083] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:12.902127] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:12.902158] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:12.905623] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: DOWN (p=10.40%)
[2025-11-22T01:26:12.905963] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-11-22T01:26:13.060847] [INFO ] [FORECASTER] Starting predict_future for LADR
[2025-11-22T01:26:13.061809] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:13.061848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:13.061925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:13.129297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:13.129987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:13.130069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:13.130104] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:13.229312] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:13.229470] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:13.229509] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:13.229559] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:13.232917] [DEBUG] [FORECASTER] LADR: Forecast T+1@11:T+2@11: DOWN (p=38.04%)
[2025-11-22T01:26:13.233220] [INFO ] [FORECASTER] Completed predict_future for LADR
[2025-11-22T01:26:13.387129] [INFO ] [FORECASTER] Starting predict_future for LAW
[2025-11-22T01:26:13.388076] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:13.388105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:13.388162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:13.455072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:13.455878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:13.455963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:13.455997] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:13.557366] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:13.557542] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:13.557631] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:13.558029] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:13.562591] [DEBUG] [FORECASTER] LAW: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2025-11-22T01:26:13.562935] [INFO ] [FORECASTER] Completed predict_future for LAW
[2025-11-22T01:26:13.723425] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-11-22T01:26:13.724337] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:13.724367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:13.724425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:13.792145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:13.792931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:13.793015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:13.793050] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:13.893231] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:13.893390] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:13.893432] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:13.893460] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:13.896882] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: UP (p=95.85%)
[2025-11-22T01:26:13.897185] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-11-22T01:26:14.051950] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-11-22T01:26:14.052861] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:14.052890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:14.052949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:14.117841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:14.118521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:14.118619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:14.118683] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:14.219195] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:14.219361] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:14.219401] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:14.219431] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:14.222770] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: DOWN (p=18.93%)
[2025-11-22T01:26:14.223051] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-11-22T01:26:14.379908] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-11-22T01:26:14.380773] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:14.380800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:14.380856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:14.450436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:14.451193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:14.451279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:14.451314] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:14.554549] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:14.554754] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:14.554796] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:14.554826] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:14.558128] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: UP (p=97.79%)
[2025-11-22T01:26:14.558407] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-11-22T01:26:14.722582] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-11-22T01:26:14.723471] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:14.723497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:14.723554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:14.788614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:14.789496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:14.789580] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:14.789618] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:14.887120] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:14.887267] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:14.887307] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:14.887336] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:14.890610] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: DOWN (p=25.57%)
[2025-11-22T01:26:14.890921] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-11-22T01:26:15.044576] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-11-22T01:26:15.045458] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:15.045486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:15.045541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:15.112006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:15.112895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:15.112987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:15.113024] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:15.216824] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:15.217001] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:15.217059] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:15.217097] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:15.220561] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: DOWN (p=30.95%)
[2025-11-22T01:26:15.220863] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-11-22T01:26:15.373660] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-11-22T01:26:15.374505] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:15.374532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:15.374589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:15.439822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:15.440453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:15.440537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:15.440571] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:15.547403] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:15.547568] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:15.547608] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:15.547680] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:15.550957] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: UP (p=97.40%)
[2025-11-22T01:26:15.551235] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-11-22T01:26:15.707193] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-11-22T01:26:15.708158] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:15.708187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:15.708245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:15.774444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:15.775363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:15.775466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:15.775502] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:15.878666] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:15.878849] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:15.878896] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:15.878927] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:15.882671] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: DOWN (p=24.34%)
[2025-11-22T01:26:15.882943] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-11-22T01:26:16.041226] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-11-22T01:26:16.042180] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:16.042210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:16.042268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:16.109007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:16.109681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:16.109766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:16.109803] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:16.213053] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:16.213208] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:16.213258] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:16.213303] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:16.216713] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: DOWN (p=3.05%)
[2025-11-22T01:26:16.217007] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-11-22T01:26:16.369357] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-11-22T01:26:16.370237] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:16.370265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:16.370322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:16.434697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:16.435330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:16.435409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:16.435445] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:16.541535] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:16.541713] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:16.541755] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:16.541786] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:16.545208] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: UP (p=97.66%)
[2025-11-22T01:26:16.545498] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-11-22T01:26:16.695894] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-11-22T01:26:16.696778] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:16.696806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:16.696862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:16.762532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:16.763190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:16.763274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:16.763309] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:16.875154] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:16.875337] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:16.875379] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:16.875408] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:16.879249] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: DOWN (p=16.13%)
[2025-11-22T01:26:16.879552] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-11-22T01:26:17.035433] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-11-22T01:26:17.036322] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:17.036349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:17.036406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:17.104077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:17.104909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:17.104998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:17.105034] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:17.206182] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:17.206339] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:17.206379] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:17.206409] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:17.209843] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: UP (p=53.43%)
[2025-11-22T01:26:17.210126] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-11-22T01:26:17.365795] [INFO ] [FORECASTER] Starting predict_future for LFT
[2025-11-22T01:26:17.366754] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:17.366783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:17.366841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:17.434908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:17.435827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:17.435918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:17.435955] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:17.532319] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:17.532495] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:17.532537] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:17.532568] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:17.535929] [DEBUG] [FORECASTER] LFT: Forecast T+1@11:T+2@11: DOWN (p=28.17%)
[2025-11-22T01:26:17.536210] [INFO ] [FORECASTER] Completed predict_future for LFT
[2025-11-22T01:26:17.692711] [INFO ] [FORECASTER] Starting predict_future for LGI
[2025-11-22T01:26:17.693628] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:17.693681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:17.693756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:17.761429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:17.762107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:17.762191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:17.762226] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:17.863077] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:17.863236] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:17.863275] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:17.863304] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:17.866703] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: UP (p=92.09%)
[2025-11-22T01:26:17.866991] [INFO ] [FORECASTER] Completed predict_future for LGI
[2025-11-22T01:26:18.024292] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-11-22T01:26:18.025272] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:18.025300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:18.025357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:18.091819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:18.092751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:18.092841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:18.092877] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:18.189386] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:18.189561] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:18.189604] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:18.189634] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:18.193007] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: DOWN (p=14.41%)
[2025-11-22T01:26:18.193300] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-11-22T01:26:18.347557] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-11-22T01:26:18.348474] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:18.348501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:18.348558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:18.415121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:18.415992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:18.416079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:18.416114] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:18.543218] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:18.543416] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:18.543457] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:18.543486] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:18.547217] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: UP (p=93.87%)
[2025-11-22T01:26:18.547523] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-11-22T01:26:18.701750] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-11-22T01:26:18.702583] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:18.702611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:18.702689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:18.770058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:18.770825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:18.770909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:18.770944] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:18.873146] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:18.873307] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:18.873346] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:18.873376] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:18.876725] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: UP (p=53.00%)
[2025-11-22T01:26:18.877023] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-11-22T01:26:19.028687] [INFO ] [FORECASTER] Starting predict_future for LITB
[2025-11-22T01:26:19.029520] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:19.029547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:19.029603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:19.093612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:19.094242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:19.094339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:19.094373] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:19.190775] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:19.190955] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:19.190994] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:19.191022] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:19.196455] [DEBUG] [FORECASTER] LITB: Forecast T+1@11:T+2@11: UP (p=64.82%)
[2025-11-22T01:26:19.196759] [INFO ] [FORECASTER] Completed predict_future for LITB
[2025-11-22T01:26:19.346280] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-11-22T01:26:19.347131] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:19.347158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:19.347215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:19.412224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:19.413048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:19.413130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:19.413164] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:19.512150] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:19.512272] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:19.512308] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:19.512335] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:19.515411] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: UP (p=93.09%)
[2025-11-22T01:26:19.515706] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-11-22T01:26:19.665785] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-11-22T01:26:19.666597] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:19.666624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:19.666704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:19.731432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:19.732156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:19.732237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:19.732271] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:19.852943] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:19.853072] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:19.853110] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:19.853138] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:19.856289] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: DOWN (p=34.82%)
[2025-11-22T01:26:19.856561] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-11-22T01:26:20.013607] [INFO ] [FORECASTER] Starting predict_future for LMT
[2025-11-22T01:26:20.014542] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:20.014569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:20.014625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:20.078999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:20.079965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:20.080055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:20.080090] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:20.198109] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:20.198288] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:20.198332] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:20.198361] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:20.201822] [DEBUG] [FORECASTER] LMT: Forecast T+1@11:T+2@11: DOWN (p=8.39%)
[2025-11-22T01:26:20.202122] [INFO ] [FORECASTER] Completed predict_future for LMT
[2025-11-22T01:26:20.357064] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-11-22T01:26:20.357962] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:20.357988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:20.358044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:20.424590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:20.425487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:20.425581] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:20.425617] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:20.552780] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:20.552959] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:20.553000] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:20.553030] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:20.556456] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: UP (p=65.09%)
[2025-11-22T01:26:20.556772] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-11-22T01:26:20.711568] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-11-22T01:26:20.712434] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:20.712462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:20.712526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:20.778886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:20.780191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:20.780300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:20.780343] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:20.913033] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:20.913217] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:20.913263] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:20.913293] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:20.916872] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: UP (p=66.30%)
[2025-11-22T01:26:20.917200] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-11-22T01:26:21.076392] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-11-22T01:26:21.077302] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:21.077329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:21.077385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:21.142157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:21.142848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:21.142931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:21.142964] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:21.261537] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:21.261731] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:21.261772] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:21.261801] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:21.265160] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: DOWN (p=48.35%)
[2025-11-22T01:26:21.265442] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-11-22T01:26:21.418851] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-11-22T01:26:21.419740] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:21.419767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:21.419833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:21.484806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:21.485438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:21.485516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:21.485566] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:21.603111] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:21.603297] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:21.603338] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:21.603366] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:21.606978] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: UP (p=71.78%)
[2025-11-22T01:26:21.607398] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-11-22T01:26:21.765135] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-11-22T01:26:21.766016] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:21.766043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:21.766101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:21.832003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:21.832806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:21.832914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:21.832949] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:21.985342] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:21.985534] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:21.985577] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:21.985607] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:21.989229] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: DOWN (p=4.51%)
[2025-11-22T01:26:21.989555] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-11-22T01:26:22.184045] [INFO ] [FORECASTER] Starting predict_future for LOCL
[2025-11-22T01:26:22.185440] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:22.185490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:22.185585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:22.280566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:22.281578] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:22.281711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:22.281757] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:22.421948] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:22.422168] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:22.422231] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:22.422279] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:22.427783] [DEBUG] [FORECASTER] LOCL: Forecast T+1@11:T+2@11: DOWN (p=33.91%)
[2025-11-22T01:26:22.428339] [INFO ] [FORECASTER] Completed predict_future for LOCL
[2025-11-22T01:26:22.667565] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-11-22T01:26:22.668950] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:22.668995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:22.669082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:22.765427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:22.766498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:22.766639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:22.766709] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:22.919622] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:22.919857] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:22.919903] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:22.919934] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:22.923837] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: DOWN (p=18.75%)
[2025-11-22T01:26:22.924238] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-11-22T01:26:23.085958] [INFO ] [FORECASTER] Starting predict_future for LOW
[2025-11-22T01:26:23.086885] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:23.086912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:23.086970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:23.156769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:23.157675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:23.157766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:23.157801] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:23.282679] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:23.282854] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:23.282894] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:23.282924] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:23.286415] [DEBUG] [FORECASTER] LOW: Forecast T+1@11:T+2@11: DOWN (p=13.08%)
[2025-11-22T01:26:23.286730] [INFO ] [FORECASTER] Completed predict_future for LOW
[2025-11-22T01:26:23.439152] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-11-22T01:26:23.440028] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:23.440056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:23.440112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:23.504573] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:23.505233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:23.505314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:23.505347] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:23.631125] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:23.631279] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:23.631318] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:23.631349] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:23.634739] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: DOWN (p=2.08%)
[2025-11-22T01:26:23.635013] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-11-22T01:26:23.786156] [INFO ] [FORECASTER] Starting predict_future for LPL
[2025-11-22T01:26:23.787106] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:23.787134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:23.787190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:23.851710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:23.852441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:23.852527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:23.852562] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:23.968525] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:23.968724] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:23.968769] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:23.968803] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:23.972194] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: DOWN (p=8.51%)
[2025-11-22T01:26:23.972476] [INFO ] [FORECASTER] Completed predict_future for LPL
[2025-11-22T01:26:24.126694] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-11-22T01:26:24.127600] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:24.127627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:24.127708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:24.191694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:24.192287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:24.192372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:24.192405] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:24.328290] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:24.328471] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:24.328514] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:24.328544] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:24.331969] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: DOWN (p=21.84%)
[2025-11-22T01:26:24.332271] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-11-22T01:26:24.485056] [INFO ] [FORECASTER] Starting predict_future for LRN
[2025-11-22T01:26:24.486069] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:24.486098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:24.486158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:24.551568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:24.552365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:24.552455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:24.552489] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:24.675453] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:24.675628] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:24.675693] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:24.675756] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:24.679330] [DEBUG] [FORECASTER] LRN: Forecast T+1@11:T+2@11: UP (p=51.98%)
[2025-11-22T01:26:24.679621] [INFO ] [FORECASTER] Completed predict_future for LRN
[2025-11-22T01:26:24.831074] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-11-22T01:26:24.831959] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:24.831985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:24.832041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:24.898730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:24.899392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:24.899476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:24.899513] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:25.024725] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:25.024858] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:25.024899] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:25.024930] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:25.028312] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: DOWN (p=22.08%)
[2025-11-22T01:26:25.028595] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-11-22T01:26:25.184729] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-11-22T01:26:25.185709] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:25.185755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:25.185824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:25.251706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:25.252396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:25.252480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:25.252515] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:25.343261] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:25.343460] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:25.343500] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:25.343528] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:25.348355] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: UP (p=52.95%)
[2025-11-22T01:26:25.348632] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-11-22T01:26:25.499868] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-11-22T01:26:25.500761] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:25.500788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:25.500845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:25.566402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:25.567119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:25.567203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:25.567239] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:25.666679] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:25.666848] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:25.666887] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:25.666916] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:25.670275] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: DOWN (p=13.26%)
[2025-11-22T01:26:25.670547] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-11-22T01:26:25.831418] [INFO ] [FORECASTER] Starting predict_future for LU
[2025-11-22T01:26:25.832280] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:25.832308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:25.832366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:25.898855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:25.899520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:25.899604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:25.899639] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:25.998065] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:25.998217] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:25.998256] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:25.998289] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:26.001542] [DEBUG] [FORECASTER] LU: Forecast T+1@11:T+2@11: DOWN (p=9.45%)
[2025-11-22T01:26:26.001839] [INFO ] [FORECASTER] Completed predict_future for LU
[2025-11-22T01:26:26.154077] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-11-22T01:26:26.154977] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:26.155007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:26.155067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:26.221838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:26.222510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:26.222593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:26.222629] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:26.321335] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:26.321465] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:26.321503] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:26.321531] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:26.324821] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: DOWN (p=6.37%)
[2025-11-22T01:26:26.325103] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-11-22T01:26:26.484347] [INFO ] [FORECASTER] Starting predict_future for LUV
[2025-11-22T01:26:26.485246] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:26.485274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:26.485332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:26.552010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:26.552777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:26.552861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:26.552897] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:26.652388] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:26.652571] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:26.652613] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:26.652663] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:26.656080] [DEBUG] [FORECASTER] LUV: Forecast T+1@11:T+2@11: DOWN (p=45.24%)
[2025-11-22T01:26:26.656372] [INFO ] [FORECASTER] Completed predict_future for LUV
[2025-11-22T01:26:26.813917] [INFO ] [FORECASTER] Starting predict_future for LVS
[2025-11-22T01:26:26.814906] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:26.814943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:26.815016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:26.882758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:26.883637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:26.883746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:26.883782] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:26.989410] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:26.989582] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:26.989623] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:26.989674] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:26.993011] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: DOWN (p=24.56%)
[2025-11-22T01:26:26.993295] [INFO ] [FORECASTER] Completed predict_future for LVS
[2025-11-22T01:26:27.150482] [INFO ] [FORECASTER] Starting predict_future for LVWR
[2025-11-22T01:26:27.151446] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:27.151475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:27.151534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:27.218184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:27.219087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:27.219176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:27.219212] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:27.328906] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:27.329119] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:27.329176] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:27.329210] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:27.332845] [DEBUG] [FORECASTER] LVWR: Forecast T+1@11:T+2@11: UP (p=68.84%)
[2025-11-22T01:26:27.333136] [INFO ] [FORECASTER] Completed predict_future for LVWR
[2025-11-22T01:26:27.488716] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-11-22T01:26:27.489553] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:27.489581] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:27.489687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:27.554716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:27.555364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:27.555445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:27.555480] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:27.662538] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:27.662704] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:27.662744] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:27.662773] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:27.666079] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: UP (p=78.98%)
[2025-11-22T01:26:27.666355] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-11-22T01:26:27.820016] [INFO ] [FORECASTER] Starting predict_future for M
[2025-11-22T01:26:27.820934] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:27.820981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:27.821042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:27.890479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:27.891422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:27.891516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:27.891551] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:28.015222] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:28.015379] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:28.015420] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:28.015451] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:28.022608] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: UP (p=84.13%)
[2025-11-22T01:26:28.023034] [INFO ] [FORECASTER] Completed predict_future for M
[2025-11-22T01:26:28.187998] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-11-22T01:26:28.188922] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:28.188955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:28.189026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:28.256501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:28.257346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:28.257430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:28.257464] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:28.367830] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:28.368070] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:28.368112] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:28.368143] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:28.371844] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: UP (p=93.36%)
[2025-11-22T01:26:28.372152] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-11-22T01:26:28.531009] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-11-22T01:26:28.532115] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:28.532150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:28.532229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:28.598511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:28.599501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:28.599592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:28.599626] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:28.719762] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:28.719943] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:28.719991] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:28.720020] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:28.723484] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: UP (p=96.91%)
[2025-11-22T01:26:28.723805] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-11-22T01:26:28.879388] [INFO ] [FORECASTER] Starting predict_future for MAIN
[2025-11-22T01:26:28.880279] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:28.880306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:28.880364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:28.946086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:28.946747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:28.946827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:28.946859] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:29.055037] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:29.055193] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:29.055253] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:29.055284] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:29.058854] [DEBUG] [FORECASTER] MAIN: Forecast T+1@11:T+2@11: UP (p=99.32%)
[2025-11-22T01:26:29.059137] [INFO ] [FORECASTER] Completed predict_future for MAIN
[2025-11-22T01:26:29.209030] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-11-22T01:26:29.209928] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:29.209955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:29.210011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:29.274528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:29.275165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:29.275247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:29.275280] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:29.380766] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:29.380966] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:29.381015] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:29.381045] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:29.384368] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: DOWN (p=24.62%)
[2025-11-22T01:26:29.384666] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-11-22T01:26:29.536666] [INFO ] [FORECASTER] Starting predict_future for MANU
[2025-11-22T01:26:29.537548] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:29.537577] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:29.537634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:29.603126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:29.603760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:29.603843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:29.603878] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:29.700760] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:29.700911] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:29.700950] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:29.700978] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:29.704252] [DEBUG] [FORECASTER] MANU: Forecast T+1@11:T+2@11: DOWN (p=2.39%)
[2025-11-22T01:26:29.704530] [INFO ] [FORECASTER] Completed predict_future for MANU
[2025-11-22T01:26:29.853514] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-11-22T01:26:29.854409] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:29.854436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:29.854494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:29.919994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:29.920884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:29.920986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:29.921031] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:30.021413] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:30.021568] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:30.021608] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:30.021654] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:30.034414] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: DOWN (p=44.39%)
[2025-11-22T01:26:30.034821] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-11-22T01:26:30.184410] [INFO ] [FORECASTER] Starting predict_future for MATV
[2025-11-22T01:26:30.185268] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:30.185296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:30.185367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:30.250112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:30.250731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:30.250811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:30.250846] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:30.354987] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:30.355164] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:30.355204] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:30.355233] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:30.358611] [DEBUG] [FORECASTER] MATV: Forecast T+1@11:T+2@11: DOWN (p=3.83%)
[2025-11-22T01:26:30.358936] [INFO ] [FORECASTER] Completed predict_future for MATV
[2025-11-22T01:26:30.510039] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-11-22T01:26:30.510894] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:30.510922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:30.510978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:30.585180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:30.586114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:30.586207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:30.586243] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:30.696482] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:30.696669] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:30.696713] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:30.696744] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:30.700114] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: UP (p=88.05%)
[2025-11-22T01:26:30.700393] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-11-22T01:26:30.852010] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-11-22T01:26:30.852905] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:30.852932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:30.852989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:30.917529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:30.918430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:30.918517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:30.918550] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:31.011612] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:31.011835] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:31.011877] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:31.011906] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:31.018119] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: UP (p=56.82%)
[2025-11-22T01:26:31.018408] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-11-22T01:26:31.173202] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-11-22T01:26:31.174065] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:31.174092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:31.174147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:31.237861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:31.238566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:31.238664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:31.238701] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:31.338423] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:31.338593] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:31.338635] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:31.338705] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:31.342081] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: DOWN (p=32.83%)
[2025-11-22T01:26:31.342367] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-11-22T01:26:31.498580] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-11-22T01:26:31.499499] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:31.499528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:31.499586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:31.567497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:31.568265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:31.568350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:31.568385] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:31.675847] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:31.676013] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:31.676054] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:31.676085] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:31.679722] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: DOWN (p=17.10%)
[2025-11-22T01:26:31.680039] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-11-22T01:26:31.841785] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-11-22T01:26:31.842702] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:31.842731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:31.842789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:31.909110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:31.910018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:31.910104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:31.910137] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:32.007371] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:32.007542] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:32.007582] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:32.007612] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:32.011000] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: UP (p=70.41%)
[2025-11-22T01:26:32.011302] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-11-22T01:26:32.160403] [INFO ] [FORECASTER] Starting predict_future for MCB
[2025-11-22T01:26:32.161244] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:32.161271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:32.161328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:32.225291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:32.225970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:32.226051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:32.226085] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:32.321902] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:32.322072] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:32.322111] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:32.322141] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:32.325430] [DEBUG] [FORECASTER] MCB: Forecast T+1@11:T+2@11: DOWN (p=0.77%)
[2025-11-22T01:26:32.325733] [INFO ] [FORECASTER] Completed predict_future for MCB
[2025-11-22T01:26:32.485388] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-11-22T01:26:32.486261] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:32.486289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:32.486345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:32.550780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:32.551509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:32.551592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:32.551626] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:32.666037] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:32.666217] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:32.666258] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:32.666287] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:32.669777] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: DOWN (p=30.58%)
[2025-11-22T01:26:32.670074] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-11-22T01:26:32.823877] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-11-22T01:26:32.824748] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:32.824776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:32.824834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:32.890416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:32.891062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:32.891142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:32.891175] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:32.991847] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:32.992009] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:32.992047] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:32.992075] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:32.995318] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: UP (p=91.89%)
[2025-11-22T01:26:32.995594] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-11-22T01:26:33.144841] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-11-22T01:26:33.145701] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:33.145729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:33.145786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:33.210145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:33.210800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:33.210880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:33.210914] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:33.305988] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:33.306179] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:33.306221] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:33.306250] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:33.309781] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: DOWN (p=4.22%)
[2025-11-22T01:26:33.310120] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-11-22T01:26:33.462533] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-11-22T01:26:33.463376] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:33.463403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:33.463459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:33.528300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:33.528903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:33.528984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:33.529017] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:33.625732] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:33.625890] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:33.625936] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:33.625992] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:33.629421] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: DOWN (p=5.09%)
[2025-11-22T01:26:33.629722] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-11-22T01:26:33.780943] [INFO ] [FORECASTER] Starting predict_future for MCR
[2025-11-22T01:26:33.781781] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:33.781808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:33.781865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:33.846854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:33.847572] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:33.847675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:33.847711] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:33.940815] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:33.940957] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:33.940999] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:33.941035] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:33.944296] [DEBUG] [FORECASTER] MCR: Forecast T+1@11:T+2@11: UP (p=73.38%)
[2025-11-22T01:26:33.944566] [INFO ] [FORECASTER] Completed predict_future for MCR
[2025-11-22T01:26:34.095705] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-11-22T01:26:34.096554] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:34.096581] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:34.096663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:34.162718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:34.163778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:34.163877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:34.163912] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:34.284862] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:34.285060] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:34.285102] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:34.285132] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:34.288954] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: DOWN (p=7.13%)
[2025-11-22T01:26:34.289263] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-11-22T01:26:34.446894] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-11-22T01:26:34.449064] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:34.449099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:34.449166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:34.513464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:34.514130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:34.514214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:34.514247] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:34.613816] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:34.613995] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:34.614036] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:34.614065] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:34.617478] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: UP (p=75.44%)
[2025-11-22T01:26:34.617776] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-11-22T01:26:34.770830] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-11-22T01:26:34.771768] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:34.771796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:34.771856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:34.839234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:34.840256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:34.840365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:34.840400] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:34.961682] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:34.961864] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:34.961905] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:34.961934] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:34.965535] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: UP (p=91.77%)
[2025-11-22T01:26:34.965865] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-11-22T01:26:35.119559] [INFO ] [FORECASTER] Starting predict_future for MDT
[2025-11-22T01:26:35.120441] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:35.120469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:35.120525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:35.185635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:35.186389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:35.186471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:35.186505] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:35.303387] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:35.303562] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:35.303603] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:35.303632] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:35.307055] [DEBUG] [FORECASTER] MDT: Forecast T+1@11:T+2@11: UP (p=92.68%)
[2025-11-22T01:26:35.307344] [INFO ] [FORECASTER] Completed predict_future for MDT
[2025-11-22T01:26:35.459059] [INFO ] [FORECASTER] Starting predict_future for MDU
[2025-11-22T01:26:35.459959] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:35.459986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:35.460042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:35.524703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:35.525350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:35.525430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:35.525463] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:35.646451] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:35.646605] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:35.646663] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:35.646695] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:35.650152] [DEBUG] [FORECASTER] MDU: Forecast T+1@11:T+2@11: DOWN (p=48.49%)
[2025-11-22T01:26:35.650430] [INFO ] [FORECASTER] Completed predict_future for MDU
[2025-11-22T01:26:35.806664] [INFO ] [FORECASTER] Starting predict_future for MDV
[2025-11-22T01:26:35.807546] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:35.807580] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:35.807635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:35.872489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:35.873246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:35.873355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:35.873391] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:35.997014] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:35.997196] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:35.997236] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:35.997265] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:36.000683] [DEBUG] [FORECASTER] MDV: Forecast T+1@11:T+2@11: UP (p=68.81%)
[2025-11-22T01:26:36.000963] [INFO ] [FORECASTER] Completed predict_future for MDV
[2025-11-22T01:26:36.155500] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-11-22T01:26:36.156382] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:36.156410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:36.156465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:36.220906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:36.221579] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:36.221680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:36.221717] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:36.329317] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:36.329495] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:36.329540] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:36.329571] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:36.332985] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: UP (p=75.82%)
[2025-11-22T01:26:36.333300] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-11-22T01:26:36.493886] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-11-22T01:26:36.494779] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:36.494805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:36.494872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:36.560337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:36.561097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:36.561187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:36.561222] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:36.669741] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:36.669919] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:36.669959] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:36.670026] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:36.675207] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: DOWN (p=11.81%)
[2025-11-22T01:26:36.675490] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-11-22T01:26:36.830350] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-11-22T01:26:36.831212] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:36.831239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:36.831297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:36.897861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:36.898635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:36.898742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:36.898779] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:37.005089] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:37.005252] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:37.005292] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:37.005322] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:37.008809] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: UP (p=77.32%)
[2025-11-22T01:26:37.009090] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-11-22T01:26:37.166067] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-11-22T01:26:37.166924] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:37.166951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:37.167008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:37.233379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:37.234101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:37.234203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:37.234237] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:37.334598] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:37.334774] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:37.334814] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:37.334844] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:37.338347] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: DOWN (p=6.58%)
[2025-11-22T01:26:37.338624] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-11-22T01:26:37.493703] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-11-22T01:26:37.494560] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:37.494586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:37.494659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:37.558592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:37.559223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:37.559306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:37.559340] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:37.662556] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:37.662748] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:37.662791] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:37.662820] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:37.666144] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: UP (p=59.25%)
[2025-11-22T01:26:37.666425] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-11-22T01:26:37.815624] [INFO ] [FORECASTER] Starting predict_future for MET
[2025-11-22T01:26:37.816469] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:37.816497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:37.816553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:37.880499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:37.881148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:37.881230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:37.881263] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:38.000099] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:38.000241] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:38.000279] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:38.000307] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:38.003524] [DEBUG] [FORECASTER] MET: Forecast T+1@11:T+2@11: UP (p=88.82%)
[2025-11-22T01:26:38.003820] [INFO ] [FORECASTER] Completed predict_future for MET
[2025-11-22T01:26:38.155490] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-11-22T01:26:38.156424] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:38.156451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:38.156509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:38.221528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:38.222500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:38.222595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:38.222629] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:38.347740] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:38.347924] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:38.347967] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:38.347996] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:38.351440] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: UP (p=72.89%)
[2025-11-22T01:26:38.351783] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-11-22T01:26:38.507364] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-11-22T01:26:38.508248] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:38.508277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:38.508334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:38.573527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:38.574427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:38.574518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:38.574552] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:38.675933] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:38.676114] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:38.676155] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:38.676185] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:38.679574] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: UP (p=55.58%)
[2025-11-22T01:26:38.679892] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-11-22T01:26:38.832994] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-11-22T01:26:38.833873] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:38.833902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:38.833959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:38.899112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:38.900039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:38.900131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:38.900208] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:39.003212] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:39.003382] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:39.003422] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:39.003452] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:39.006983] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: UP (p=74.88%)
[2025-11-22T01:26:39.007935] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-11-22T01:26:39.159944] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-11-22T01:26:39.160819] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:39.160847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:39.160904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:39.229314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:39.229942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:39.230025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:39.230058] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:39.324469] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:39.324587] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:39.324624] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:39.324672] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:39.327832] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: DOWN (p=35.20%)
[2025-11-22T01:26:39.328112] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-11-22T01:26:39.481901] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-11-22T01:26:39.482786] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:39.482813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:39.482870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:39.546885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:39.547533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:39.547616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:39.547685] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:39.643325] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:39.643482] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:39.643522] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:39.643554] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:39.646855] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: UP (p=95.25%)
[2025-11-22T01:26:39.647158] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-11-22T01:26:39.795041] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-11-22T01:26:39.795918] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:39.795946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:39.796002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:39.860457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:39.861082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:39.861164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:39.861202] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:39.962576] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:39.962737] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:39.962776] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:39.962804] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:39.966032] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: UP (p=89.35%)
[2025-11-22T01:26:39.966312] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-11-22T01:26:40.115499] [INFO ] [FORECASTER] Starting predict_future for MGF
[2025-11-22T01:26:40.116397] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:40.116425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:40.116482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:40.180469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:40.181278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:40.181367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:40.181400] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:40.268509] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:40.268711] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:40.268755] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:40.268783] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:40.272179] [DEBUG] [FORECASTER] MGF: Forecast T+1@11:T+2@11: UP (p=74.48%)
[2025-11-22T01:26:40.272481] [INFO ] [FORECASTER] Completed predict_future for MGF
[2025-11-22T01:26:40.421965] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-11-22T01:26:40.422832] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:40.422858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:40.422914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:40.488088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:40.488731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:40.488811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:40.488845] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:40.588787] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:40.588956] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:40.588996] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:40.589025] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:40.592891] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: DOWN (p=3.66%)
[2025-11-22T01:26:40.593172] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-11-22T01:26:40.744738] [INFO ] [FORECASTER] Starting predict_future for MGR
[2025-11-22T01:26:40.745577] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:40.745606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:40.745690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:40.811151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:40.811769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:40.811850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:40.811883] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:40.906289] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:40.906450] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:40.906490] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:40.906518] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:40.909845] [DEBUG] [FORECASTER] MGR: Forecast T+1@11:T+2@11: UP (p=95.49%)
[2025-11-22T01:26:40.910123] [INFO ] [FORECASTER] Completed predict_future for MGR
[2025-11-22T01:26:41.062771] [INFO ] [FORECASTER] Starting predict_future for MGRB
[2025-11-22T01:26:41.063590] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:41.063666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:41.063728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:41.128587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:41.129260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:41.129340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:41.129373] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:41.221023] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:41.221185] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:41.221225] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:41.221254] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:41.224579] [DEBUG] [FORECASTER] MGRB: Forecast T+1@11:T+2@11: UP (p=82.00%)
[2025-11-22T01:26:41.224888] [INFO ] [FORECASTER] Completed predict_future for MGRB
[2025-11-22T01:26:41.376692] [INFO ] [FORECASTER] Starting predict_future for MGRD
[2025-11-22T01:26:41.377573] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:41.377600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:41.377688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:41.443355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:41.444042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:41.444124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:41.444157] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:41.534216] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:41.534374] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:41.534412] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:41.534441] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:41.537795] [DEBUG] [FORECASTER] MGRD: Forecast T+1@11:T+2@11: DOWN (p=13.28%)
[2025-11-22T01:26:41.538071] [INFO ] [FORECASTER] Completed predict_future for MGRD
[2025-11-22T01:26:41.689900] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-11-22T01:26:41.690751] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:41.690780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:41.690837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:41.756861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:41.757609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:41.757713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:41.757748] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:41.856472] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:41.856760] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:41.856810] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:41.856841] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:41.860234] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: DOWN (p=32.11%)
[2025-11-22T01:26:41.860514] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-11-22T01:26:42.012086] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-11-22T01:26:42.012936] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:42.012962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:42.013018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:42.078005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:42.078781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:42.078863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:42.078898] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:42.197993] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:42.198162] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:42.198205] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:42.198246] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:42.202938] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: DOWN (p=37.31%)
[2025-11-22T01:26:42.203221] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-11-22T01:26:42.360524] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-11-22T01:26:42.361356] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:42.361383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:42.361438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:42.433164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:42.434023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:42.434109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:42.434145] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:42.531751] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:42.531914] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:42.531956] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:42.531986] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:42.535749] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: DOWN (p=34.79%)
[2025-11-22T01:26:42.536045] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-11-22T01:26:42.690262] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-11-22T01:26:42.691182] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:42.691211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:42.691271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:42.757591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:42.758279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:42.758367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:42.758404] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:42.858263] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:42.858424] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:42.858462] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:42.858491] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:42.861770] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: DOWN (p=8.94%)
[2025-11-22T01:26:42.862048] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-11-22T01:26:43.018289] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-11-22T01:26:43.019150] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:43.019177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:43.019233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:43.084020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:43.085082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:43.085176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:43.085212] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:43.194830] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:43.195017] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:43.195059] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:43.195088] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:43.198621] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=8.59%)
[2025-11-22T01:26:43.198953] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-11-22T01:26:43.352560] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-11-22T01:26:43.353430] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:43.353458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:43.353514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:43.419748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:43.420732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:43.420841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:43.420887] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:43.542597] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:43.542794] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:43.542838] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:43.542868] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:43.546375] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: UP (p=57.23%)
[2025-11-22T01:26:43.546700] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-11-22T01:26:43.699984] [INFO ] [FORECASTER] Starting predict_future for MIN
[2025-11-22T01:26:43.700834] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:43.700861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:43.700917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:43.765356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:43.766207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:43.766293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:43.766328] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:43.866814] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:43.866963] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:43.867002] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:43.867031] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:43.870284] [DEBUG] [FORECASTER] MIN: Forecast T+1@11:T+2@11: UP (p=92.44%)
[2025-11-22T01:26:43.870560] [INFO ] [FORECASTER] Completed predict_future for MIN
[2025-11-22T01:26:44.024338] [INFO ] [FORECASTER] Starting predict_future for MIR
[2025-11-22T01:26:44.025208] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:44.025235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:44.025292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:44.089516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:44.090391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:44.090478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:44.090512] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:44.196508] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:44.196658] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:44.196717] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:44.196748] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:44.199932] [DEBUG] [FORECASTER] MIR: Forecast T+1@11:T+2@11: UP (p=94.46%)
[2025-11-22T01:26:44.200200] [INFO ] [FORECASTER] Completed predict_future for MIR
[2025-11-22T01:26:44.351194] [INFO ] [FORECASTER] Starting predict_future for MITT
[2025-11-22T01:26:44.352053] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:44.352080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:44.352140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:44.416786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:44.417672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:44.417758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:44.417791] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:44.524928] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:44.525096] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:44.525135] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:44.525164] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:44.528535] [DEBUG] [FORECASTER] MITT: Forecast T+1@11:T+2@11: UP (p=81.24%)
[2025-11-22T01:26:44.528833] [INFO ] [FORECASTER] Completed predict_future for MITT
[2025-11-22T01:26:44.683476] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-11-22T01:26:44.684327] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:44.684355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:44.684412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:44.748773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:44.749405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:44.749486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:44.749519] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:44.853274] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:44.853433] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:44.853472] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:44.853502] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:44.856851] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=53.02%)
[2025-11-22T01:26:44.857154] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-11-22T01:26:45.008954] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-11-22T01:26:45.009851] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:45.009879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:45.009935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:45.077032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:45.078019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:45.078109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:45.078143] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:45.204161] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:45.204328] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:45.204369] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:45.204398] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:45.207841] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: UP (p=99.18%)
[2025-11-22T01:26:45.208129] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-11-22T01:26:45.366316] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-11-22T01:26:45.367225] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:45.367267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:45.367328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:45.434324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:45.435177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:45.435265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:45.435298] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:45.540284] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:45.540451] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:45.540491] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:45.540519] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:45.543880] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: UP (p=95.15%)
[2025-11-22T01:26:45.544162] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-11-22T01:26:45.717214] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-11-22T01:26:45.718112] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:45.718139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:45.718197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:45.783613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:45.784345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:45.784429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:45.784464] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:45.889201] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:45.889374] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:45.889415] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:45.889443] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:45.892763] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: UP (p=83.85%)
[2025-11-22T01:26:45.893040] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-11-22T01:26:46.046740] [INFO ] [FORECASTER] Starting predict_future for MLM
[2025-11-22T01:26:46.047620] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:46.047673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:46.047732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:46.113597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:46.114261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:46.114345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:46.114378] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:46.218150] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:46.218307] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:46.218348] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:46.218382] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:46.221727] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: UP (p=60.02%)
[2025-11-22T01:26:46.222035] [INFO ] [FORECASTER] Completed predict_future for MLM
[2025-11-22T01:26:46.380686] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-11-22T01:26:46.381579] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:46.381608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:46.381695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:46.446816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:46.447446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:46.447529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:46.447562] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:46.536124] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:46.536283] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:46.536340] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:46.536371] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:46.539785] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: UP (p=96.58%)
[2025-11-22T01:26:46.540069] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-11-22T01:26:46.688274] [INFO ] [FORECASTER] Starting predict_future for MLR
[2025-11-22T01:26:46.689195] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:46.689222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:46.689312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:46.753540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:46.754273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:46.754357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:46.754393] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:46.839706] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:46.839861] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:46.839900] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:46.839929] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:46.843201] [DEBUG] [FORECASTER] MLR: Forecast T+1@11:T+2@11: DOWN (p=8.07%)
[2025-11-22T01:26:46.843478] [INFO ] [FORECASTER] Completed predict_future for MLR
[2025-11-22T01:26:46.993184] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-11-22T01:26:46.994039] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:46.994066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:46.994122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:47.060229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:47.060896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:47.060979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:47.061012] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:47.149283] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:47.149446] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:47.149493] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:47.149529] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:47.152897] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: DOWN (p=1.89%)
[2025-11-22T01:26:47.153175] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-11-22T01:26:47.303623] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-11-22T01:26:47.304474] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:47.304502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:47.304559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:47.370347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:47.370991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:47.371075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:47.371110] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:47.462953] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:47.463107] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:47.463149] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:47.463179] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:47.466589] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: UP (p=84.43%)
[2025-11-22T01:26:47.466898] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-11-22T01:26:47.618681] [INFO ] [FORECASTER] Starting predict_future for MMI
[2025-11-22T01:26:47.619548] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:47.619575] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:47.619672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:47.685177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:47.685844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:47.685924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:47.685956] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:47.780416] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:47.780576] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:47.780630] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:47.780685] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:47.783955] [DEBUG] [FORECASTER] MMI: Forecast T+1@11:T+2@11: UP (p=98.80%)
[2025-11-22T01:26:47.784253] [INFO ] [FORECASTER] Completed predict_future for MMI
[2025-11-22T01:26:47.936142] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-11-22T01:26:47.937064] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:47.937094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:47.937154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:48.002461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:48.003332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:48.003433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:48.003471] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:48.102251] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:48.102415] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:48.102454] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:48.102483] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:48.105766] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: UP (p=56.30%)
[2025-11-22T01:26:48.106031] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-11-22T01:26:48.257561] [INFO ] [FORECASTER] Starting predict_future for MMT
[2025-11-22T01:26:48.258420] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:48.258454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:48.258524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:48.325225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:48.326244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:48.326332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:48.326365] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:48.425726] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:48.425878] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:48.425918] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:48.425947] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:48.429253] [DEBUG] [FORECASTER] MMT: Forecast T+1@11:T+2@11: UP (p=85.29%)
[2025-11-22T01:26:48.429568] [INFO ] [FORECASTER] Completed predict_future for MMT
[2025-11-22T01:26:48.580766] [INFO ] [FORECASTER] Starting predict_future for MMU
[2025-11-22T01:26:48.581672] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:48.581704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:48.581763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:48.646918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:48.647574] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:48.647673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:48.647713] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:48.746340] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:48.746493] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:48.746532] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:48.746580] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:48.749950] [DEBUG] [FORECASTER] MMU: Forecast T+1@11:T+2@11: UP (p=59.52%)
[2025-11-22T01:26:48.750224] [INFO ] [FORECASTER] Completed predict_future for MMU
[2025-11-22T01:26:48.903316] [INFO ] [FORECASTER] Starting predict_future for MNR
[2025-11-22T01:26:48.904194] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:48.904221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:48.904278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:48.969870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:48.970474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:48.970555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:48.970588] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:49.074351] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:49.074524] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:49.074562] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:49.074591] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:49.077924] [DEBUG] [FORECASTER] MNR: Forecast T+1@11:T+2@11: UP (p=72.44%)
[2025-11-22T01:26:49.078197] [INFO ] [FORECASTER] Completed predict_future for MNR
[2025-11-22T01:26:49.229743] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-11-22T01:26:49.230574] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:49.230603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:49.230689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:49.295188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:49.295915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:49.295998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:49.296033] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:49.393355] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:49.393524] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:49.393564] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:49.393592] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:49.397001] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: UP (p=84.01%)
[2025-11-22T01:26:49.397292] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-11-22T01:26:49.550426] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-11-22T01:26:49.551282] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:49.551310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:49.551367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:49.616485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:49.617290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:49.617375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:49.617408] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:49.715036] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:49.715213] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:49.715255] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:49.715284] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:49.718728] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: UP (p=91.62%)
[2025-11-22T01:26:49.719019] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-11-22T01:26:49.875355] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-11-22T01:26:49.876263] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:49.876291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:49.876348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:49.942898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:49.943795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:49.943886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:49.943920] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:50.047808] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:50.047991] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:50.048036] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:50.048067] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:50.051624] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: DOWN (p=15.45%)
[2025-11-22T01:26:50.052044] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-11-22T01:26:50.212111] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-11-22T01:26:50.212984] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:50.213011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:50.213067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:50.277572] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:50.278247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:50.278330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:50.278365] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:50.394458] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:50.394660] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:50.394706] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:50.394737] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:50.398417] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: DOWN (p=33.06%)
[2025-11-22T01:26:50.398757] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-11-22T01:26:50.558360] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-11-22T01:26:50.559257] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:50.559285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:50.559346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:50.625087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:50.625917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:50.626004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:50.626037] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:50.733517] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:50.733706] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:50.733748] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:50.733778] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:50.737106] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: UP (p=76.00%)
[2025-11-22T01:26:50.737383] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-11-22T01:26:50.888307] [INFO ] [FORECASTER] Starting predict_future for MOV
[2025-11-22T01:26:50.889265] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:50.889292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:50.889355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:50.959043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:50.960479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:50.960578] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:50.960611] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:51.065333] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:51.065513] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:51.065555] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:51.065585] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:51.069120] [DEBUG] [FORECASTER] MOV: Forecast T+1@11:T+2@11: UP (p=72.70%)
[2025-11-22T01:26:51.069410] [INFO ] [FORECASTER] Completed predict_future for MOV
[2025-11-22T01:26:51.222012] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-11-22T01:26:51.222896] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:51.222923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:51.222980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:51.288265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:51.289140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:51.289229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:51.289262] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:51.395110] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:51.395213] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:51.395249] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:51.395277] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:51.398348] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: DOWN (p=12.12%)
[2025-11-22T01:26:51.398616] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-11-22T01:26:51.548400] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-11-22T01:26:51.549265] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:51.549291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:51.549347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:51.613707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:51.614360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:51.614442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:51.614476] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:51.709066] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:51.709242] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:51.709282] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:51.709312] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:51.712619] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: UP (p=82.35%)
[2025-11-22T01:26:51.712941] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-11-22T01:26:51.863532] [INFO ] [FORECASTER] Starting predict_future for MPC
[2025-11-22T01:26:51.864389] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:51.864417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:51.864474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:51.929279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:51.929970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:51.930050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:51.930083] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:52.035540] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:52.035721] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:52.035761] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:52.035790] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:52.039070] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: UP (p=78.23%)
[2025-11-22T01:26:52.039339] [INFO ] [FORECASTER] Completed predict_future for MPC
[2025-11-22T01:26:52.189582] [INFO ] [FORECASTER] Starting predict_future for MPLX
[2025-11-22T01:26:52.190434] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:52.190463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:52.190554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:52.254860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:52.255507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:52.255589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:52.255623] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:52.382508] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:52.382699] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:52.382741] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:52.382770] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:52.386069] [DEBUG] [FORECASTER] MPLX: Forecast T+1@11:T+2@11: DOWN (p=31.11%)
[2025-11-22T01:26:52.386343] [INFO ] [FORECASTER] Completed predict_future for MPLX
[2025-11-22T01:26:52.536349] [INFO ] [FORECASTER] Starting predict_future for MPV
[2025-11-22T01:26:52.537225] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:52.537252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:52.537308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:52.601591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:52.602226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:52.602307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:52.602341] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:52.700705] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:52.700879] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:52.700922] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:52.700951] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:52.704381] [DEBUG] [FORECASTER] MPV: Forecast T+1@11:T+2@11: UP (p=77.62%)
[2025-11-22T01:26:52.704691] [INFO ] [FORECASTER] Completed predict_future for MPV
[2025-11-22T01:26:52.854762] [INFO ] [FORECASTER] Starting predict_future for MPW
[2025-11-22T01:26:52.855585] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:52.855613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:52.855693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:52.920089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:52.920991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:52.921078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:52.921113] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:53.025911] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:53.026077] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:53.026119] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:53.026150] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:53.029547] [DEBUG] [FORECASTER] MPW: Forecast T+1@11:T+2@11: DOWN (p=9.80%)
[2025-11-22T01:26:53.029853] [INFO ] [FORECASTER] Completed predict_future for MPW
[2025-11-22T01:26:53.180918] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-11-22T01:26:53.181766] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:53.181794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:53.181852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:53.245984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:53.246605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:53.246706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:53.246740] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:53.344613] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:53.344784] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:53.344825] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:53.344855] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:53.348246] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: UP (p=91.31%)
[2025-11-22T01:26:53.348923] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-11-22T01:26:53.501369] [INFO ] [FORECASTER] Starting predict_future for MQT
[2025-11-22T01:26:53.502287] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:53.502314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:53.502371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:53.569022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:53.569692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:53.569775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:53.569808] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:53.672854] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:53.673008] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:53.673051] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:53.673081] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:53.676454] [DEBUG] [FORECASTER] MQT: Forecast T+1@11:T+2@11: UP (p=62.15%)
[2025-11-22T01:26:53.676783] [INFO ] [FORECASTER] Completed predict_future for MQT
[2025-11-22T01:26:53.835222] [INFO ] [FORECASTER] Starting predict_future for MQY
[2025-11-22T01:26:53.836102] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:53.836133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:53.836193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:53.901318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:53.901999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:53.902081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:53.902116] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:54.010221] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:54.010374] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:54.010413] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:54.010443] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:54.013842] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: DOWN (p=12.72%)
[2025-11-22T01:26:54.014123] [INFO ] [FORECASTER] Completed predict_future for MQY
[2025-11-22T01:26:54.167779] [INFO ] [FORECASTER] Starting predict_future for MRK
[2025-11-22T01:26:54.168628] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:54.168681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:54.168742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:54.236454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:54.237288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:54.237371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:54.237405] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:54.348037] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:54.348205] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:54.348246] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:54.348275] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:54.351662] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: DOWN (p=34.42%)
[2025-11-22T01:26:54.351931] [INFO ] [FORECASTER] Completed predict_future for MRK
[2025-11-22T01:26:54.544941] [INFO ] [FORECASTER] Starting predict_future for MS
[2025-11-22T01:26:54.545828] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:54.545856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:54.545913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:54.612968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:54.613719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:54.613803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:54.613856] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:54.718948] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:54.719112] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:54.719152] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:54.719181] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:54.722514] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: DOWN (p=16.28%)
[2025-11-22T01:26:54.722828] [INFO ] [FORECASTER] Completed predict_future for MS
[2025-11-22T01:26:54.874888] [INFO ] [FORECASTER] Starting predict_future for MSA
[2025-11-22T01:26:54.875787] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:54.875815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:54.875872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:54.941174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:54.941890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:54.941972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:54.942005] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:55.044491] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:55.044670] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:55.044713] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:55.044742] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:55.048087] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: UP (p=94.22%)
[2025-11-22T01:26:55.048360] [INFO ] [FORECASTER] Completed predict_future for MSA
[2025-11-22T01:26:55.202380] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-11-22T01:26:55.203274] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:55.203302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:55.203358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:55.268994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:55.269678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:55.269763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:55.269797] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:55.393370] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:55.393531] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:55.393569] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:55.393605] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:55.396971] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=22.94%)
[2025-11-22T01:26:55.397277] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-11-22T01:26:55.549893] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2025-11-22T01:26:55.550787] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:55.550816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:55.550875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:55.617811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:55.618478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:55.618567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:55.618601] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:55.725231] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:55.725401] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:55.725442] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:55.725472] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:55.729089] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: DOWN (p=37.40%)
[2025-11-22T01:26:55.729414] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2025-11-22T01:26:55.892092] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-11-22T01:26:55.892995] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:55.893022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:55.893078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:55.960185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:55.960874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:55.960957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:55.960999] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:56.070224] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:56.070366] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:56.070404] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:56.070435] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:56.073767] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: UP (p=81.12%)
[2025-11-22T01:26:56.074044] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-11-22T01:26:56.227082] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2025-11-22T01:26:56.227939] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:56.227966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:56.228023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:56.293636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:56.294290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:56.294372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:56.294405] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:56.403475] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:56.403677] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:56.403723] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:56.403753] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:56.407275] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: DOWN (p=3.21%)
[2025-11-22T01:26:56.407612] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2025-11-22T01:26:56.560241] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2025-11-22T01:26:56.561114] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:56.561142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:56.561201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:56.629601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:56.630580] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:56.630702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:56.630740] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:56.737103] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:56.737266] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:56.737307] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:56.737337] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:56.740628] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: UP (p=93.43%)
[2025-11-22T01:26:56.740920] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2025-11-22T01:26:56.894062] [INFO ] [FORECASTER] Starting predict_future for MSI
[2025-11-22T01:26:56.894958] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:56.894986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:56.895043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:56.963542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:56.964261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:56.964347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:56.964381] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:57.066685] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:57.066819] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:57.066856] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:57.066885] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:57.070189] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: UP (p=63.22%)
[2025-11-22T01:26:57.070457] [INFO ] [FORECASTER] Completed predict_future for MSI
[2025-11-22T01:26:57.221562] [INFO ] [FORECASTER] Starting predict_future for MSM
[2025-11-22T01:26:57.222401] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:57.222428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:57.222485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:57.287071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:57.287687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:57.287767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:57.287800] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:57.390165] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:57.390319] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:57.390356] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:57.390384] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:57.393686] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: DOWN (p=44.32%)
[2025-11-22T01:26:57.393958] [INFO ] [FORECASTER] Completed predict_future for MSM
[2025-11-22T01:26:57.543450] [INFO ] [FORECASTER] Starting predict_future for MT
[2025-11-22T01:26:57.544307] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:57.544335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:57.544392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:57.609048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:57.609799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:57.609882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:57.609915] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:57.715354] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:57.715482] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:57.715520] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:57.715555] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:57.718888] [DEBUG] [FORECASTER] MT: Forecast T+1@11:T+2@11: UP (p=98.47%)
[2025-11-22T01:26:57.719162] [INFO ] [FORECASTER] Completed predict_future for MT
[2025-11-22T01:26:57.871438] [INFO ] [FORECASTER] Starting predict_future for MTB
[2025-11-22T01:26:57.872297] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:57.872324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:57.872408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:57.937562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:57.938195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:57.938276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:57.938311] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:58.044574] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:58.044756] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:58.044797] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:58.044827] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:58.048127] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: DOWN (p=24.73%)
[2025-11-22T01:26:58.048396] [INFO ] [FORECASTER] Completed predict_future for MTB
[2025-11-22T01:26:58.201741] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-11-22T01:26:58.202724] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:58.202753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:58.202810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:58.268420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:58.269052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:58.269135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:58.269169] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:58.396349] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:58.396495] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:58.396541] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:58.396572] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:58.400122] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: DOWN (p=17.89%)
[2025-11-22T01:26:58.400411] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-11-22T01:26:58.555045] [INFO ] [FORECASTER] Starting predict_future for MTDR
[2025-11-22T01:26:58.555952] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:58.555980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:58.556039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:58.622555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:58.623186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:58.623268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:58.623302] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:58.722042] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:58.722173] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:58.722211] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:58.722241] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:58.725378] [DEBUG] [FORECASTER] MTDR: Forecast T+1@11:T+2@11: UP (p=63.95%)
[2025-11-22T01:26:58.725671] [INFO ] [FORECASTER] Completed predict_future for MTDR
[2025-11-22T01:26:58.876659] [INFO ] [FORECASTER] Starting predict_future for MTG
[2025-11-22T01:26:58.877510] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:58.877537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:58.877592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:58.941477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:58.942091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:58.942172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:58.942205] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:59.054013] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:59.054205] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:59.054257] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:59.054296] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:59.058385] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-11-22T01:26:59.059086] [INFO ] [FORECASTER] Completed predict_future for MTG
[2025-11-22T01:26:59.210962] [INFO ] [FORECASTER] Starting predict_future for MTH
[2025-11-22T01:26:59.211836] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:59.211864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:59.211920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:59.276446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:59.277145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:59.277232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:59.277266] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:59.376744] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:59.376906] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:59.376945] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:59.376974] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:59.380204] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: UP (p=66.01%)
[2025-11-22T01:26:59.380475] [INFO ] [FORECASTER] Completed predict_future for MTH
[2025-11-22T01:26:59.531727] [INFO ] [FORECASTER] Starting predict_future for MTN
[2025-11-22T01:26:59.532563] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:59.532591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:59.532678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:59.597694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:59.598278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:59.598356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:59.598390] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:26:59.707280] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:26:59.707403] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:26:59.707447] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:26:59.707477] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:26:59.710658] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: UP (p=99.18%)
[2025-11-22T01:26:59.710923] [INFO ] [FORECASTER] Completed predict_future for MTN
[2025-11-22T01:26:59.859092] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2025-11-22T01:26:59.859938] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:26:59.859966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:26:59.860023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:26:59.924117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:26:59.924765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:26:59.924847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:26:59.924880] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:00.027452] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:00.027577] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:00.027617] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:00.027668] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:00.030815] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: UP (p=99.28%)
[2025-11-22T01:27:00.031083] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2025-11-22T01:27:00.184339] [INFO ] [FORECASTER] Starting predict_future for MTW
[2025-11-22T01:27:00.185508] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:00.185556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:00.185666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:00.255925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:00.256744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:00.256832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:00.256867] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:00.873759] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:00.873892] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:00.873932] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:00.873961] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:00.877260] [DEBUG] [FORECASTER] MTW: Forecast T+1@11:T+2@11: DOWN (p=43.42%)
[2025-11-22T01:27:00.877534] [INFO ] [FORECASTER] Completed predict_future for MTW
[2025-11-22T01:27:01.025152] [INFO ] [FORECASTER] Starting predict_future for MTX
[2025-11-22T01:27:01.026015] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:01.026042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:01.026098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:01.090135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:01.090729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:01.090808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:01.090841] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:01.330053] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:01.330180] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:01.330219] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:01.330248] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:01.333506] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: UP (p=88.30%)
[2025-11-22T01:27:01.333798] [INFO ] [FORECASTER] Completed predict_future for MTX
[2025-11-22T01:27:01.483164] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2025-11-22T01:27:01.484043] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:01.484071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:01.484127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:01.549150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:01.549783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:01.549861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:01.549894] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:01.646602] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:01.646741] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:01.646779] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:01.646808] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:01.650162] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: UP (p=96.76%)
[2025-11-22T01:27:01.650431] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2025-11-22T01:27:01.799273] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-11-22T01:27:01.800119] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:01.800146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:01.800203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:01.864388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:01.864995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:01.865075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:01.865107] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:01.961222] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:01.961363] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:01.961401] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:01.961431] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:01.964664] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: DOWN (p=43.58%)
[2025-11-22T01:27:01.964935] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-11-22T01:27:02.114261] [INFO ] [FORECASTER] Starting predict_future for MUC
[2025-11-22T01:27:02.115142] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:02.115170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:02.115226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:02.182754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:02.183441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:02.183519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:02.183553] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:02.279860] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:02.279991] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:02.280064] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:02.280096] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:02.283254] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: UP (p=60.56%)
[2025-11-22T01:27:02.283525] [INFO ] [FORECASTER] Completed predict_future for MUC
[2025-11-22T01:27:02.433114] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-11-22T01:27:02.433967] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:02.433993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:02.434049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:02.497890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:02.498495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:02.498575] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:02.498608] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:02.589867] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:02.589995] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:02.590033] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:02.590062] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:02.593225] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: UP (p=83.83%)
[2025-11-22T01:27:02.593497] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-11-22T01:27:02.742719] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2025-11-22T01:27:02.743545] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:02.743572] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:02.743630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:02.807614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:02.808210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:02.808289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:02.808322] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:02.906395] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:02.906554] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:02.906593] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:02.906623] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:02.909904] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: DOWN (p=14.05%)
[2025-11-22T01:27:02.910184] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2025-11-22T01:27:03.059939] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2025-11-22T01:27:03.060796] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:03.060826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:03.060898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:03.125134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:03.125758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:03.125837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:03.125872] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:03.219038] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:03.219191] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:03.219231] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:03.219260] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:03.222477] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: DOWN (p=29.59%)
[2025-11-22T01:27:03.222769] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2025-11-22T01:27:03.372940] [INFO ] [FORECASTER] Starting predict_future for MUR
[2025-11-22T01:27:03.373806] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:03.373846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:03.373905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:03.438065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:03.438697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:03.438777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:03.438810] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:03.537146] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:03.537295] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:03.537333] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:03.537362] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:03.540674] [DEBUG] [FORECASTER] MUR: Forecast T+1@11:T+2@11: UP (p=73.47%)
[2025-11-22T01:27:03.540953] [INFO ] [FORECASTER] Completed predict_future for MUR
[2025-11-22T01:27:03.700084] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2025-11-22T01:27:03.701067] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:03.701098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:03.701157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:03.785390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:03.786323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:03.786413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:03.786448] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:03.888634] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:03.888832] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:03.888874] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:03.888904] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:03.892353] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: UP (p=53.46%)
[2025-11-22T01:27:03.892668] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2025-11-22T01:27:04.048761] [INFO ] [FORECASTER] Starting predict_future for MUX
[2025-11-22T01:27:04.049737] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:04.049800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:04.049859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:04.114453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:04.115269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:04.115361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:04.115394] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:04.221516] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:04.221695] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:04.221740] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:04.221769] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:04.225148] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: DOWN (p=0.75%)
[2025-11-22T01:27:04.225424] [INFO ] [FORECASTER] Completed predict_future for MUX
[2025-11-22T01:27:04.375909] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-11-22T01:27:04.376887] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:04.376914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:04.376970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:04.442250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:04.443043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:04.443129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:04.443162] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:04.545144] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:04.545313] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:04.545373] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:04.545404] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:04.548760] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: DOWN (p=21.57%)
[2025-11-22T01:27:04.549037] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-11-22T01:27:04.708747] [INFO ] [FORECASTER] Starting predict_future for MVO
[2025-11-22T01:27:04.709619] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:04.709679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:04.709743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:04.776747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:04.777671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:04.777760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:04.777794] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:04.887426] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:04.887599] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:04.887659] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:04.887693] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:04.890999] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: UP (p=51.82%)
[2025-11-22T01:27:04.891272] [INFO ] [FORECASTER] Completed predict_future for MVO
[2025-11-22T01:27:05.053340] [INFO ] [FORECASTER] Starting predict_future for MVT
[2025-11-22T01:27:05.054194] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:05.054221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:05.054278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:05.118510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:05.119294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:05.119387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:05.119424] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:05.213910] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:05.214076] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:05.214116] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:05.214145] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:05.217519] [DEBUG] [FORECASTER] MVT: Forecast T+1@11:T+2@11: DOWN (p=5.50%)
[2025-11-22T01:27:05.218177] [INFO ] [FORECASTER] Completed predict_future for MVT
[2025-11-22T01:27:05.369460] [INFO ] [FORECASTER] Starting predict_future for MWA
[2025-11-22T01:27:05.370328] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:05.370355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:05.370412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:05.435071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:05.435817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:05.435901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:05.435936] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:05.539658] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:05.539826] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:05.539869] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:05.539899] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:05.543181] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: UP (p=63.65%)
[2025-11-22T01:27:05.543458] [INFO ] [FORECASTER] Completed predict_future for MWA
[2025-11-22T01:27:05.695118] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-11-22T01:27:05.695980] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:05.696008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:05.696065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:05.762735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:05.763488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:05.763575] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:05.763611] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:05.879288] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:05.879456] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:05.879499] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:05.879530] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:05.882965] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: UP (p=93.66%)
[2025-11-22T01:27:05.883265] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-11-22T01:27:06.036018] [INFO ] [FORECASTER] Starting predict_future for MXF
[2025-11-22T01:27:06.036886] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:06.036915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:06.036973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:06.101819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:06.102661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:06.102746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:06.102780] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:06.205544] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:06.205698] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:06.205738] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:06.205768] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:06.208985] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: DOWN (p=45.28%)
[2025-11-22T01:27:06.209259] [INFO ] [FORECASTER] Completed predict_future for MXF
[2025-11-22T01:27:06.361861] [INFO ] [FORECASTER] Starting predict_future for MYD
[2025-11-22T01:27:06.362702] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:06.362734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:06.362804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:06.427224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:06.428088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:06.428173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:06.428207] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:06.532536] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:06.532738] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:06.532787] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:06.532819] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:06.536187] [DEBUG] [FORECASTER] MYD: Forecast T+1@11:T+2@11: UP (p=71.55%)
[2025-11-22T01:27:06.536462] [INFO ] [FORECASTER] Completed predict_future for MYD
[2025-11-22T01:27:06.688693] [INFO ] [FORECASTER] Starting predict_future for MYE
[2025-11-22T01:27:06.689513] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:06.689541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:06.689597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:06.754125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:06.754770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:06.754849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:06.754883] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:06.857207] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:06.857366] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:06.857406] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:06.857456] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:06.860730] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: DOWN (p=28.44%)
[2025-11-22T01:27:06.860996] [INFO ] [FORECASTER] Completed predict_future for MYE
[2025-11-22T01:27:07.016621] [INFO ] [FORECASTER] Starting predict_future for MYI
[2025-11-22T01:27:07.017540] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:07.017567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:07.017624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:07.082607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:07.083241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:07.083322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:07.083356] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:07.187634] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:07.187813] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:07.187853] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:07.187887] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:07.191156] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: DOWN (p=27.85%)
[2025-11-22T01:27:07.191429] [INFO ] [FORECASTER] Completed predict_future for MYI
[2025-11-22T01:27:07.344980] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-11-22T01:27:07.345849] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:07.345883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:07.345947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:07.411273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:07.411940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:07.412022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:07.412056] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:07.542099] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:07.542249] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:07.542288] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:07.542317] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:07.545589] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: DOWN (p=9.55%)
[2025-11-22T01:27:07.545888] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-11-22T01:27:07.697247] [INFO ] [FORECASTER] Starting predict_future for NABL
[2025-11-22T01:27:07.698135] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:07.698163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:07.698219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:07.764128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:07.764762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:07.764852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:07.764893] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:07.887182] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:07.887369] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:07.887410] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:07.887439] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:07.890893] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: UP (p=94.01%)
[2025-11-22T01:27:07.891165] [INFO ] [FORECASTER] Completed predict_future for NABL
[2025-11-22T01:27:08.044179] [INFO ] [FORECASTER] Starting predict_future for NAC
[2025-11-22T01:27:08.045058] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:08.045085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:08.045142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:08.112447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:08.113303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:08.113416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:08.113452] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:08.234222] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:08.234376] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:08.234414] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:08.234443] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:08.237944] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: DOWN (p=12.18%)
[2025-11-22T01:27:08.238222] [INFO ] [FORECASTER] Completed predict_future for NAC
[2025-11-22T01:27:08.402925] [INFO ] [FORECASTER] Starting predict_future for NAD
[2025-11-22T01:27:08.403981] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:08.404193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:08.404251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:08.470450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:08.471156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:08.471240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:08.471272] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:08.582554] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:08.582750] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:08.582791] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:08.582820] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:08.586130] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: UP (p=97.01%)
[2025-11-22T01:27:08.586412] [INFO ] [FORECASTER] Completed predict_future for NAD
[2025-11-22T01:27:08.738034] [INFO ] [FORECASTER] Starting predict_future for NAN
[2025-11-22T01:27:08.738905] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:08.738933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:08.738989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:08.803909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:08.804791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:08.804871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:08.804905] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:08.902105] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:08.902263] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:08.902303] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:08.902331] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:08.905623] [DEBUG] [FORECASTER] NAN: Forecast T+1@11:T+2@11: UP (p=93.97%)
[2025-11-22T01:27:08.905914] [INFO ] [FORECASTER] Completed predict_future for NAN
[2025-11-22T01:27:09.057940] [INFO ] [FORECASTER] Starting predict_future for NAT
[2025-11-22T01:27:09.058815] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:09.058845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:09.058903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:09.124493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:09.125422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:09.125528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:09.125562] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:09.242877] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:09.243066] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:09.243114] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:09.243149] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:09.247585] [DEBUG] [FORECASTER] NAT: Forecast T+1@11:T+2@11: DOWN (p=24.38%)
[2025-11-22T01:27:09.248041] [INFO ] [FORECASTER] Completed predict_future for NAT
[2025-11-22T01:27:09.482876] [INFO ] [FORECASTER] Starting predict_future for NATL
[2025-11-22T01:27:09.484220] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:09.484271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:09.484367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:09.588542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:09.589805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:09.589930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:09.590049] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:09.758901] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:09.759126] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:09.759197] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:09.759245] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:09.764566] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: DOWN (p=16.56%)
[2025-11-22T01:27:09.765031] [INFO ] [FORECASTER] Completed predict_future for NATL
[2025-11-22T01:27:09.945917] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-11-22T01:27:09.946851] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:09.946924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:09.947001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:10.013818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:10.014832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:10.014931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:10.014967] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:10.111203] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:10.111372] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:10.111415] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:10.111446] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:10.114902] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: DOWN (p=2.25%)
[2025-11-22T01:27:10.115200] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-11-22T01:27:10.276435] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-11-22T01:27:10.277710] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:10.277746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:10.277829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:10.349915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:10.351045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:10.351147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:10.351183] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:10.500758] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:10.500999] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:10.501043] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:10.501075] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:10.504878] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: UP (p=72.37%)
[2025-11-22T01:27:10.505192] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-11-22T01:27:10.660475] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2025-11-22T01:27:10.661486] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:10.661515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:10.661574] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:10.729009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:10.730154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:10.730266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:10.730314] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:10.851908] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:10.852148] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:10.852195] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:10.852226] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:10.856023] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-11-22T01:27:10.856338] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2025-11-22T01:27:11.015612] [INFO ] [FORECASTER] Starting predict_future for NBR
[2025-11-22T01:27:11.016611] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:11.016661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:11.016728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:11.083477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:11.084710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:11.084817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:11.084853] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:11.214606] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:11.214867] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:11.214916] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:11.214948] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:11.219297] [DEBUG] [FORECASTER] NBR: Forecast T+1@11:T+2@11: UP (p=74.08%)
[2025-11-22T01:27:11.219614] [INFO ] [FORECASTER] Completed predict_future for NBR
[2025-11-22T01:27:11.378078] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2025-11-22T01:27:11.379171] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:11.379202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:11.379264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:11.445916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:11.446962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:11.447092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:11.447131] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:11.573916] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:11.574152] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:11.574198] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:11.574229] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:11.578234] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: DOWN (p=40.66%)
[2025-11-22T01:27:11.578573] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2025-11-22T01:27:11.738776] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-11-22T01:27:11.739819] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:11.739849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:11.739910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:11.808898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:11.810159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:11.810275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:11.810310] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:11.925758] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:11.926046] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:11.926100] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:11.926133] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:11.930386] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: UP (p=80.62%)
[2025-11-22T01:27:11.930854] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-11-22T01:27:12.092023] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-11-22T01:27:12.093047] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:12.093082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:12.093150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:12.159204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:12.160293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:12.160390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:12.160426] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:12.282975] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:12.283267] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:12.283329] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:12.283365] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:12.287565] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: DOWN (p=3.08%)
[2025-11-22T01:27:12.287904] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-11-22T01:27:12.445423] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2025-11-22T01:27:12.446368] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:12.446396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:12.446454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:12.515348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:12.516586] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:12.516714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:12.516820] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:12.648657] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:12.648902] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:12.648947] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:12.648977] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:12.653236] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: UP (p=97.03%)
[2025-11-22T01:27:12.653593] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2025-11-22T01:27:12.813165] [INFO ] [FORECASTER] Starting predict_future for NCV
[2025-11-22T01:27:12.814075] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:12.814102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:12.814157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:12.882782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:12.883910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:12.884007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:12.884044] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:13.006297] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:13.006603] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:13.006678] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:13.006713] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:13.010877] [DEBUG] [FORECASTER] NCV: Forecast T+1@11:T+2@11: DOWN (p=20.04%)
[2025-11-22T01:27:13.011220] [INFO ] [FORECASTER] Completed predict_future for NCV
[2025-11-22T01:27:13.169106] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-11-22T01:27:13.170092] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:13.170130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:13.170196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:13.235547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:13.236760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:13.236906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:13.236940] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:13.355154] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:13.355395] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:13.355441] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:13.355471] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:13.359300] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: UP (p=99.63%)
[2025-11-22T01:27:13.359612] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-11-22T01:27:13.512670] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2025-11-22T01:27:13.513718] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:13.513746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:13.513806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:13.579870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:13.581012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:13.581114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:13.581150] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:13.704969] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:13.705221] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:13.705270] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:13.705301] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:13.709208] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: DOWN (p=38.87%)
[2025-11-22T01:27:13.709532] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2025-11-22T01:27:13.867977] [INFO ] [FORECASTER] Starting predict_future for NE
[2025-11-22T01:27:13.868950] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:13.868977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:13.869035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:13.933810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:13.934981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:13.935084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:13.935119] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:14.062999] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:14.063231] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:14.063278] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:14.063308] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:14.067234] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: DOWN (p=49.37%)
[2025-11-22T01:27:14.067550] [INFO ] [FORECASTER] Completed predict_future for NE
[2025-11-22T01:27:14.225020] [INFO ] [FORECASTER] Starting predict_future for NEA
[2025-11-22T01:27:14.226047] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:14.226075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:14.226134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:14.292698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:14.293780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:14.293882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:14.293916] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:14.415135] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:14.415373] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:14.415417] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:14.415446] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:14.419436] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: DOWN (p=8.91%)
[2025-11-22T01:27:14.419784] [INFO ] [FORECASTER] Completed predict_future for NEA
[2025-11-22T01:27:14.578172] [INFO ] [FORECASTER] Starting predict_future for NEE
[2025-11-22T01:27:14.579158] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:14.579186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:14.579247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:14.645430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:14.646303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:14.646395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:14.646435] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:14.768773] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:14.768948] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:14.768989] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:14.769019] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:14.772404] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: UP (p=65.23%)
[2025-11-22T01:27:14.772709] [INFO ] [FORECASTER] Completed predict_future for NEE
[2025-11-22T01:27:14.925088] [INFO ] [FORECASTER] Starting predict_future for NEM
[2025-11-22T01:27:14.925961] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:14.925990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:14.926051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:14.992136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:14.993050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:14.993140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:14.993174] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:15.114263] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:15.114439] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:15.114480] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:15.114508] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:15.117952] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: DOWN (p=44.48%)
[2025-11-22T01:27:15.118223] [INFO ] [FORECASTER] Completed predict_future for NEM
[2025-11-22T01:27:15.271352] [INFO ] [FORECASTER] Starting predict_future for NET
[2025-11-22T01:27:15.272232] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:15.272259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:15.272315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:15.337087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:15.337729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:15.337809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:15.337843] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:15.471755] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:15.471892] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:15.471930] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:15.471959] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:15.475268] [DEBUG] [FORECASTER] NET: Forecast T+1@11:T+2@11: UP (p=91.64%)
[2025-11-22T01:27:15.475538] [INFO ] [FORECASTER] Completed predict_future for NET
[2025-11-22T01:27:15.633341] [INFO ] [FORECASTER] Starting predict_future for NEU
[2025-11-22T01:27:15.634547] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:15.634578] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:15.634638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:15.701577] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:15.702788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:15.702899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:15.702937] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:15.826138] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:15.826400] [INFO ] [FORECASTER] Trained on 344 historical samples with 26 features
[2025-11-22T01:27:15.826459] [INFO ] [FORECASTER] Stored all 346 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:15.826491] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:15.830420] [DEBUG] [FORECASTER] NEU: Forecast T+1@11:T+2@11: UP (p=96.38%)
[2025-11-22T01:27:15.830765] [INFO ] [FORECASTER] Completed predict_future for NEU
[2025-11-22T01:27:15.986978] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-11-22T01:27:15.987986] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:15.988056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:15.988117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:16.053797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:16.054796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:16.054890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:16.054925] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:16.138264] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:16.138438] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:16.138480] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:16.138509] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:16.142111] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: DOWN (p=8.91%)
[2025-11-22T01:27:16.142435] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-11-22T01:27:16.298560] [INFO ] [FORECASTER] Starting predict_future for NFG
[2025-11-22T01:27:16.299437] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:16.299465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:16.299521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:16.368268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:16.368921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:16.369003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:16.369038] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:16.455558] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:16.455741] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:16.455782] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:16.455813] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:16.459221] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: DOWN (p=4.11%)
[2025-11-22T01:27:16.459532] [INFO ] [FORECASTER] Completed predict_future for NFG
[2025-11-22T01:27:16.617176] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2025-11-22T01:27:16.618130] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:16.618158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:16.618216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:16.686189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:16.687079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:16.687168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:16.687203] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:16.776997] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:16.777191] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:16.777233] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:16.777270] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:16.780781] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: UP (p=89.09%)
[2025-11-22T01:27:16.781079] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2025-11-22T01:27:16.938412] [INFO ] [FORECASTER] Starting predict_future for NGG
[2025-11-22T01:27:16.939914] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:16.939943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:16.940005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:17.010435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:17.011634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:17.011818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:17.011858] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:17.141697] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:17.141940] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:17.141990] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:17.142023] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:17.145968] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: DOWN (p=33.63%)
[2025-11-22T01:27:17.146773] [INFO ] [FORECASTER] Completed predict_future for NGG
[2025-11-22T01:27:17.315519] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-11-22T01:27:17.316553] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:17.316580] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:17.316660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:17.388619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:17.390049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:17.390156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:17.390192] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:17.516780] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:17.517022] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:17.517087] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:17.517124] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:17.521186] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: UP (p=79.76%)
[2025-11-22T01:27:17.521554] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-11-22T01:27:17.681393] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-11-22T01:27:17.682414] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:17.682442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:17.682502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:17.750446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:17.751580] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:17.751699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:17.751738] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:17.872618] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:17.872881] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:17.872927] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:17.872956] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:17.876952] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: UP (p=79.53%)
[2025-11-22T01:27:17.877489] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-11-22T01:27:18.036474] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2025-11-22T01:27:18.037383] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:18.037411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:18.037467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:18.102535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:18.103519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:18.103609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:18.103661] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:18.225182] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:18.225720] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:18.225783] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:18.225818] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:18.230196] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: DOWN (p=3.39%)
[2025-11-22T01:27:18.230534] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2025-11-22T01:27:18.390592] [INFO ] [FORECASTER] Starting predict_future for NGVT
[2025-11-22T01:27:18.391493] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:18.391521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:18.391578] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:18.456542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:18.457376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:18.457462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:18.457495] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:18.588787] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:18.588941] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:18.588982] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:18.589011] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:18.592397] [DEBUG] [FORECASTER] NGVT: Forecast T+1@11:T+2@11: DOWN (p=17.49%)
[2025-11-22T01:27:18.592691] [INFO ] [FORECASTER] Completed predict_future for NGVT
[2025-11-22T01:27:18.742596] [INFO ] [FORECASTER] Starting predict_future for NHI
[2025-11-22T01:27:18.743503] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:18.743531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:18.743588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:18.808507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:18.809133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:18.809227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:18.809260] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:18.930652] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:18.930797] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:18.930838] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:18.930866] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:18.934292] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: DOWN (p=49.90%)
[2025-11-22T01:27:18.934574] [INFO ] [FORECASTER] Completed predict_future for NHI
[2025-11-22T01:27:19.085071] [INFO ] [FORECASTER] Starting predict_future for NI
[2025-11-22T01:27:19.085935] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:19.085961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:19.086017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:19.150322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:19.150929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:19.151012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:19.151046] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:19.263864] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:19.264024] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:19.264064] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:19.264093] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:19.267453] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: UP (p=80.81%)
[2025-11-22T01:27:19.267753] [INFO ] [FORECASTER] Completed predict_future for NI
[2025-11-22T01:27:19.434805] [INFO ] [FORECASTER] Starting predict_future for NIC
[2025-11-22T01:27:19.435671] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:19.435700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:19.435758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:19.500538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:19.501181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:19.501260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:19.501293] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:19.646057] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:19.646225] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:19.646267] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:19.646296] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:19.649671] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: DOWN (p=17.23%)
[2025-11-22T01:27:19.649951] [INFO ] [FORECASTER] Completed predict_future for NIC
[2025-11-22T01:27:19.802431] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-11-22T01:27:19.803334] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:19.803363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:19.803422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:19.867690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:19.868328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:19.868411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:19.868444] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:19.974905] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:19.975022] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:19.975062] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:19.975099] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:19.978412] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: UP (p=57.97%)
[2025-11-22T01:27:19.978701] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-11-22T01:27:20.133273] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-11-22T01:27:20.134155] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:20.134182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:20.134239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:20.198687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:20.199309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:20.199391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:20.199424] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:20.284711] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:20.284848] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:20.284886] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:20.284915] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:20.288191] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: DOWN (p=39.98%)
[2025-11-22T01:27:20.288477] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-11-22T01:27:20.439523] [INFO ] [FORECASTER] Starting predict_future for NINE
[2025-11-22T01:27:20.440421] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:20.440448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:20.440506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:20.505034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:20.505704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:20.505786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:20.505819] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:20.614486] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:20.614628] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:20.614717] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:20.614751] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:20.618038] [DEBUG] [FORECASTER] NINE: Forecast T+1@11:T+2@11: DOWN (p=15.86%)
[2025-11-22T01:27:20.618341] [INFO ] [FORECASTER] Completed predict_future for NINE
[2025-11-22T01:27:20.767452] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-11-22T01:27:20.768342] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:20.768369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:20.768425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:20.832551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:20.833155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:20.833235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:20.833269] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:20.953447] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:20.953588] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:20.953626] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:20.953676] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:20.956929] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: UP (p=91.24%)
[2025-11-22T01:27:20.957212] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-11-22T01:27:21.106911] [INFO ] [FORECASTER] Starting predict_future for NJR
[2025-11-22T01:27:21.107786] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:21.107813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:21.107869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:21.171710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:21.172358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:21.172441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:21.172475] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:21.291597] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:21.291745] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:21.291782] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:21.291811] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:21.295027] [DEBUG] [FORECASTER] NJR: Forecast T+1@11:T+2@11: DOWN (p=2.67%)
[2025-11-22T01:27:21.295297] [INFO ] [FORECASTER] Completed predict_future for NJR
[2025-11-22T01:27:21.445038] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-11-22T01:27:21.445895] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:21.445924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:21.445980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:21.510735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:21.511324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:21.511405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:21.511438] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:21.629977] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:21.630117] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:21.630156] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:21.630184] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:21.633423] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: UP (p=51.85%)
[2025-11-22T01:27:21.633717] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-11-22T01:27:21.783712] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2025-11-22T01:27:21.784553] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:21.784626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:21.784708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:21.848561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:21.849329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:21.849412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:21.849446] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:21.948377] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:21.948504] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:21.948542] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:21.948571] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:21.951770] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: DOWN (p=4.60%)
[2025-11-22T01:27:21.952041] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2025-11-22T01:27:22.100379] [INFO ] [FORECASTER] Starting predict_future for NLY
[2025-11-22T01:27:22.101252] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:22.101281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:22.101338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:22.165059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:22.165712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:22.165792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:22.165825] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:22.285900] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:22.286092] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:22.286139] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:22.286172] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:22.290009] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: UP (p=50.68%)
[2025-11-22T01:27:22.290335] [INFO ] [FORECASTER] Completed predict_future for NLY
[2025-11-22T01:27:22.444386] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-11-22T01:27:22.445317] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:22.445347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:22.445403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:22.510342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:22.511316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:22.511423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:22.511459] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:22.658940] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:22.659135] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:22.659188] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:22.659226] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:22.663066] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: DOWN (p=28.11%)
[2025-11-22T01:27:22.663386] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-11-22T01:27:22.820625] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2025-11-22T01:27:22.821511] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:22.821539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:22.821595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:22.889143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:22.890280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:22.890376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:22.890414] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:23.003953] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:23.004136] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:23.004200] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:23.004232] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:23.008830] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: UP (p=79.89%)
[2025-11-22T01:27:23.009118] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2025-11-22T01:27:23.169105] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-11-22T01:27:23.170090] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:23.170118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:23.170176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:23.235922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:23.237218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:23.237325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:23.237360] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:23.359373] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:23.359623] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:23.359690] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:23.359721] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:23.363890] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: UP (p=66.07%)
[2025-11-22T01:27:23.364229] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-11-22T01:27:23.520606] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-11-22T01:27:23.521782] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:23.521810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:23.521868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:23.587599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:23.588675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:23.588779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:23.588813] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:23.703848] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:23.704095] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:23.704141] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:23.704172] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:23.708386] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: UP (p=87.67%)
[2025-11-22T01:27:23.708830] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-11-22T01:27:23.872638] [INFO ] [FORECASTER] Starting predict_future for NMM
[2025-11-22T01:27:23.873634] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:23.873684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:23.873742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:23.938726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:23.939923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:23.940028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:23.940066] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:24.061412] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:24.061666] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:24.061715] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:24.061745] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:24.065747] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: UP (p=69.38%)
[2025-11-22T01:27:24.066065] [INFO ] [FORECASTER] Completed predict_future for NMM
[2025-11-22T01:27:24.225901] [INFO ] [FORECASTER] Starting predict_future for NMR
[2025-11-22T01:27:24.226785] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:24.226813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:24.226883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:24.293060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:24.294063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:24.294156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:24.294191] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:24.398307] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:24.398490] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:24.398533] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:24.398563] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:24.402474] [DEBUG] [FORECASTER] NMR: Forecast T+1@11:T+2@11: UP (p=71.98%)
[2025-11-22T01:27:24.402791] [INFO ] [FORECASTER] Completed predict_future for NMR
[2025-11-22T01:27:24.558949] [INFO ] [FORECASTER] Starting predict_future for NMS
[2025-11-22T01:27:24.559810] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:24.559838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:24.559894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:24.626283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:24.627210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:24.627311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:24.627346] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:24.725320] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:24.725502] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:24.725545] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:24.725574] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:24.729116] [DEBUG] [FORECASTER] NMS: Forecast T+1@11:T+2@11: UP (p=60.94%)
[2025-11-22T01:27:24.729456] [INFO ] [FORECASTER] Completed predict_future for NMS
[2025-11-22T01:27:24.885141] [INFO ] [FORECASTER] Starting predict_future for NMT
[2025-11-22T01:27:24.886127] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:24.886155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:24.886212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:24.954038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:24.954878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:24.954973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:24.955007] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:25.056554] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:25.056750] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:25.056793] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:25.056822] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:25.061569] [DEBUG] [FORECASTER] NMT: Forecast T+1@11:T+2@11: UP (p=64.58%)
[2025-11-22T01:27:25.062040] [INFO ] [FORECASTER] Completed predict_future for NMT
[2025-11-22T01:27:25.223985] [INFO ] [FORECASTER] Starting predict_future for NMZ
[2025-11-22T01:27:25.225077] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:25.225104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:25.225167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:25.293722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:25.294671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:25.294766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:25.294800] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:25.402055] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:25.402231] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:25.402273] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:25.402322] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:25.405799] [DEBUG] [FORECASTER] NMZ: Forecast T+1@11:T+2@11: UP (p=81.67%)
[2025-11-22T01:27:25.406082] [INFO ] [FORECASTER] Completed predict_future for NMZ
[2025-11-22T01:27:25.569718] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-11-22T01:27:25.570662] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:25.570696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:25.570775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:25.639709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:25.640513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:25.640602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:25.640637] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:25.745532] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:25.745723] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:25.745765] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:25.745794] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:25.749262] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: DOWN (p=13.51%)
[2025-11-22T01:27:25.749563] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-11-22T01:27:25.906212] [INFO ] [FORECASTER] Starting predict_future for NNN
[2025-11-22T01:27:25.907139] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:25.907166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:25.907223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:25.975205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:25.976056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:25.976144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:25.976178] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:26.082049] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:26.082227] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:26.082268] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:26.082297] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:26.085839] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: UP (p=55.80%)
[2025-11-22T01:27:26.086143] [INFO ] [FORECASTER] Completed predict_future for NNN
[2025-11-22T01:27:26.246285] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-11-22T01:27:26.247190] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:26.247223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:26.247294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:26.312256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:26.313159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:26.313290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:26.313326] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:26.404780] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:26.404954] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:26.404995] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:26.405023] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:26.408369] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: DOWN (p=11.64%)
[2025-11-22T01:27:26.408674] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-11-22T01:27:26.557777] [INFO ] [FORECASTER] Starting predict_future for NOA
[2025-11-22T01:27:26.558596] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:26.558624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:26.558705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:26.622726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:26.623332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:26.623412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:26.623445] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:26.719762] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:26.719931] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:26.719971] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:26.719999] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:26.723295] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: DOWN (p=33.03%)
[2025-11-22T01:27:26.723568] [INFO ] [FORECASTER] Completed predict_future for NOA
[2025-11-22T01:27:26.874125] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2025-11-22T01:27:26.875000] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:26.875028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:26.875088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:26.939960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:26.940602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:26.940700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:26.940735] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:27.042020] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:27.042218] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:27.042263] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:27.042294] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:27.045778] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: DOWN (p=18.19%)
[2025-11-22T01:27:27.046059] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2025-11-22T01:27:27.204407] [INFO ] [FORECASTER] Starting predict_future for NOC
[2025-11-22T01:27:27.205273] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:27.205301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:27.205357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:27.270334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:27.270954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:27.271035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:27.271068] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:27.372080] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:27.372240] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:27.372281] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:27.372309] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:27.375659] [DEBUG] [FORECASTER] NOC: Forecast T+1@11:T+2@11: DOWN (p=43.40%)
[2025-11-22T01:27:27.375933] [INFO ] [FORECASTER] Completed predict_future for NOC
[2025-11-22T01:27:27.525257] [INFO ] [FORECASTER] Starting predict_future for NOG
[2025-11-22T01:27:27.526133] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:27.526189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:27.526248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:27.591807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:27.592502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:27.592586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:27.592619] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:27.693460] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:27.693606] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:27.693664] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:27.693697] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:27.696967] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: UP (p=68.05%)
[2025-11-22T01:27:27.697252] [INFO ] [FORECASTER] Completed predict_future for NOG
[2025-11-22T01:27:27.848126] [INFO ] [FORECASTER] Starting predict_future for NOK
[2025-11-22T01:27:27.849005] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:27.849032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:27.849089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:27.914345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:27.915066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:27.915148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:27.915181] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:28.013969] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:28.014119] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:28.014157] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:28.014187] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:28.017491] [DEBUG] [FORECASTER] NOK: Forecast T+1@11:T+2@11: DOWN (p=6.27%)
[2025-11-22T01:27:28.017787] [INFO ] [FORECASTER] Completed predict_future for NOK
[2025-11-22T01:27:28.169996] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2025-11-22T01:27:28.170856] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:28.170885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:28.170942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:28.235956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:28.236608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:28.236709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:28.236744] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:28.340787] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:28.340957] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:28.340998] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:28.341028] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:28.344271] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: DOWN (p=27.19%)
[2025-11-22T01:27:28.344555] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2025-11-22T01:27:28.496023] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-11-22T01:27:28.496920] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:28.496948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:28.497006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:28.561656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:28.562284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:28.562369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:28.562404] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:28.688610] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:28.688746] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:28.688786] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:28.688815] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:28.695442] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: UP (p=59.37%)
[2025-11-22T01:27:28.695745] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-11-22T01:27:28.846313] [INFO ] [FORECASTER] Starting predict_future for NOV
[2025-11-22T01:27:28.847284] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:28.847314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:28.847377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:28.912227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:28.912907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:28.913017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:28.913051] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:29.013922] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:29.014092] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:29.014133] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:29.014162] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:29.017731] [DEBUG] [FORECASTER] NOV: Forecast T+1@11:T+2@11: DOWN (p=2.07%)
[2025-11-22T01:27:29.018034] [INFO ] [FORECASTER] Completed predict_future for NOV
[2025-11-22T01:27:29.169166] [INFO ] [FORECASTER] Starting predict_future for NOW
[2025-11-22T01:27:29.170036] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:29.170063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:29.170119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:29.245071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:29.246218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:29.246336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:29.246389] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:29.351688] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:29.351878] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:29.351920] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:29.351948] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:29.355354] [DEBUG] [FORECASTER] NOW: Forecast T+1@11:T+2@11: DOWN (p=1.84%)
[2025-11-22T01:27:29.355658] [INFO ] [FORECASTER] Completed predict_future for NOW
[2025-11-22T01:27:29.513823] [INFO ] [FORECASTER] Starting predict_future for NPCT
[2025-11-22T01:27:29.514706] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:29.514733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:29.514790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:29.580832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:29.581532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:29.581622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:29.581679] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:29.700127] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:29.700302] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:29.700342] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:29.700371] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:29.703798] [DEBUG] [FORECASTER] NPCT: Forecast T+1@11:T+2@11: UP (p=93.26%)
[2025-11-22T01:27:29.704108] [INFO ] [FORECASTER] Completed predict_future for NPCT
[2025-11-22T01:27:29.857193] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-11-22T01:27:29.858151] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:29.858178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:29.858235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:29.923574] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:29.924221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:29.924302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:29.924334] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:30.032025] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:30.032205] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:30.032247] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:30.032276] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:30.035738] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: UP (p=92.29%)
[2025-11-22T01:27:30.036037] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-11-22T01:27:30.188765] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-11-22T01:27:30.189598] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:30.189626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:30.189707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:30.254521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:30.255141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:30.255223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:30.255257] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:30.355037] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:30.355198] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:30.355238] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:30.355267] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:30.358715] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: DOWN (p=8.88%)
[2025-11-22T01:27:30.358986] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-11-22T01:27:30.513409] [INFO ] [FORECASTER] Starting predict_future for NPO
[2025-11-22T01:27:30.514287] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:30.514314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:30.514372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:30.581014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:30.581934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:30.582023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:30.582058] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:30.698100] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:30.698283] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:30.698324] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:30.698355] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:30.701847] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: DOWN (p=25.36%)
[2025-11-22T01:27:30.702129] [INFO ] [FORECASTER] Completed predict_future for NPO
[2025-11-22T01:27:30.856260] [INFO ] [FORECASTER] Starting predict_future for NPV
[2025-11-22T01:27:30.857249] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:30.857294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:30.857378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:30.925037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:30.925806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:30.925931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:30.925966] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:31.025451] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:31.025634] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:31.025702] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:31.025732] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:31.029194] [DEBUG] [FORECASTER] NPV: Forecast T+1@11:T+2@11: DOWN (p=29.02%)
[2025-11-22T01:27:31.029487] [INFO ] [FORECASTER] Completed predict_future for NPV
[2025-11-22T01:27:31.184950] [INFO ] [FORECASTER] Starting predict_future for NPWR
[2025-11-22T01:27:31.185899] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:31.185942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:31.186022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:31.254576] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:31.255364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:31.255483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:31.255534] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:31.363352] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:31.363537] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:31.363582] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:31.363612] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:31.367148] [DEBUG] [FORECASTER] NPWR: Forecast T+1@11:T+2@11: DOWN (p=33.38%)
[2025-11-22T01:27:31.367427] [INFO ] [FORECASTER] Completed predict_future for NPWR
[2025-11-22T01:27:31.533517] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-11-22T01:27:31.534570] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:31.534597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:31.534673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:31.602107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:31.602854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:31.602940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:31.602976] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:31.731449] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:31.731620] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:31.731684] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:31.731716] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:31.735282] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: UP (p=91.04%)
[2025-11-22T01:27:31.735570] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-11-22T01:27:31.888442] [INFO ] [FORECASTER] Starting predict_future for NRDY
[2025-11-22T01:27:31.889307] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:31.889336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:31.889395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:31.955278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:31.956107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:31.956194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:31.956228] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:32.056869] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:32.057056] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:32.057098] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:32.057128] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:32.060419] [DEBUG] [FORECASTER] NRDY: Forecast T+1@11:T+2@11: UP (p=58.83%)
[2025-11-22T01:27:32.060713] [INFO ] [FORECASTER] Completed predict_future for NRDY
[2025-11-22T01:27:32.219317] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-11-22T01:27:32.220167] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:32.220194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:32.220250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:32.286586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:32.287399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:32.287485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:32.287520] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:32.383351] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:32.383503] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:32.383542] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:32.383571] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:32.386855] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: DOWN (p=2.58%)
[2025-11-22T01:27:32.387173] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-11-22T01:27:32.535517] [INFO ] [FORECASTER] Starting predict_future for NRG
[2025-11-22T01:27:32.536423] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:32.536457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:32.536528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:32.600454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:32.601114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:32.601196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:32.601229] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:32.703357] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:32.703539] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:32.703579] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:32.703609] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:32.707007] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: DOWN (p=15.79%)
[2025-11-22T01:27:32.707305] [INFO ] [FORECASTER] Completed predict_future for NRG
[2025-11-22T01:27:32.859381] [INFO ] [FORECASTER] Starting predict_future for NRGV
[2025-11-22T01:27:32.860266] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:32.860295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:32.860352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:32.925668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:32.926327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:32.926409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:32.926442] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:33.044239] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:33.044421] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:33.044461] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:33.044493] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:33.047874] [DEBUG] [FORECASTER] NRGV: Forecast T+1@11:T+2@11: UP (p=99.36%)
[2025-11-22T01:27:33.048145] [INFO ] [FORECASTER] Completed predict_future for NRGV
[2025-11-22T01:27:33.198789] [INFO ] [FORECASTER] Starting predict_future for NRK
[2025-11-22T01:27:33.199669] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:33.199700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:33.199756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:33.263740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:33.264482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:33.264567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:33.264601] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:33.365102] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:33.365272] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:33.365312] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:33.365340] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:33.368708] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: DOWN (p=18.77%)
[2025-11-22T01:27:33.368981] [INFO ] [FORECASTER] Completed predict_future for NRK
[2025-11-22T01:27:33.520213] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-11-22T01:27:33.521077] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:33.521104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:33.521161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:33.585945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:33.586565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:33.586663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:33.586717] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:33.690966] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:33.691127] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:33.691167] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:33.691196] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:33.694496] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: UP (p=72.76%)
[2025-11-22T01:27:33.694792] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-11-22T01:27:33.848197] [INFO ] [FORECASTER] Starting predict_future for NRT
[2025-11-22T01:27:33.849099] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:33.849127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:33.849184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:33.915247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:33.916158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:33.916245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:33.916279] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:34.017436] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:34.017604] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:34.017665] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:34.017698] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:34.021017] [DEBUG] [FORECASTER] NRT: Forecast T+1@11:T+2@11: UP (p=73.41%)
[2025-11-22T01:27:34.021293] [INFO ] [FORECASTER] Completed predict_future for NRT
[2025-11-22T01:27:34.172664] [INFO ] [FORECASTER] Starting predict_future for NRUC
[2025-11-22T01:27:34.173498] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:34.173526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:34.173582] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:34.238261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:34.238909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:34.238991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:34.239026] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:34.336801] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:34.336948] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:34.336986] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:34.337404] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:34.341221] [DEBUG] [FORECASTER] NRUC: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2025-11-22T01:27:34.341495] [INFO ] [FORECASTER] Completed predict_future for NRUC
[2025-11-22T01:27:34.492538] [INFO ] [FORECASTER] Starting predict_future for NSA
[2025-11-22T01:27:34.493437] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:34.493466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:34.493526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:34.558917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:34.559574] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:34.559681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:34.559719] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:34.700133] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:34.700269] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:34.700308] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:34.700337] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:34.703686] [DEBUG] [FORECASTER] NSA: Forecast T+1@11:T+2@11: UP (p=81.80%)
[2025-11-22T01:27:34.703961] [INFO ] [FORECASTER] Completed predict_future for NSA
[2025-11-22T01:27:34.854939] [INFO ] [FORECASTER] Starting predict_future for NSC
[2025-11-22T01:27:34.855794] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:34.855821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:34.855877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:34.919998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:34.920584] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:34.920683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:34.920720] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:35.032149] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:35.032298] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:35.032336] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:35.032365] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:35.035613] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: DOWN (p=31.66%)
[2025-11-22T01:27:35.035906] [INFO ] [FORECASTER] Completed predict_future for NSC
[2025-11-22T01:27:35.187526] [INFO ] [FORECASTER] Starting predict_future for NSP
[2025-11-22T01:27:35.188376] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:35.188403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:35.188464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:35.253476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:35.254109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:35.254191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:35.254225] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:35.369285] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:35.369405] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:35.369442] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:35.369471] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:35.372700] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: UP (p=84.81%)
[2025-11-22T01:27:35.372962] [INFO ] [FORECASTER] Completed predict_future for NSP
[2025-11-22T01:27:35.527319] [INFO ] [FORECASTER] Starting predict_future for NTB
[2025-11-22T01:27:35.528286] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:35.528313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:35.528369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:35.593906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:35.594628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:35.594735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:35.594772] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:35.709466] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:35.709668] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:35.709710] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:35.709739] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:35.713166] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: DOWN (p=4.51%)
[2025-11-22T01:27:35.713451] [INFO ] [FORECASTER] Completed predict_future for NTB
[2025-11-22T01:27:35.867518] [INFO ] [FORECASTER] Starting predict_future for NTR
[2025-11-22T01:27:35.868403] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:35.868429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:35.868485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:35.934235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:35.934894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:35.934977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:35.935010] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:36.053111] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:36.053300] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:36.053340] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:36.053368] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:36.056864] [DEBUG] [FORECASTER] NTR: Forecast T+1@11:T+2@11: DOWN (p=10.36%)
[2025-11-22T01:27:36.057210] [INFO ] [FORECASTER] Completed predict_future for NTR
[2025-11-22T01:27:36.215078] [INFO ] [FORECASTER] Starting predict_future for NTST
[2025-11-22T01:27:36.215977] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:36.216004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:36.216062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:36.281215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:36.281861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:36.281946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:36.281980] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:36.396376] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:36.396537] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:36.396577] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:36.396608] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:36.399922] [DEBUG] [FORECASTER] NTST: Forecast T+1@11:T+2@11: DOWN (p=18.50%)
[2025-11-22T01:27:36.400200] [INFO ] [FORECASTER] Completed predict_future for NTST
[2025-11-22T01:27:36.551703] [INFO ] [FORECASTER] Starting predict_future for NU
[2025-11-22T01:27:36.552548] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:36.552590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:36.552680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:36.617774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:36.618519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:36.618666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:36.618707] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:36.735543] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:36.735724] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:36.735775] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:36.735805] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:36.739128] [DEBUG] [FORECASTER] NU: Forecast T+1@11:T+2@11: DOWN (p=1.62%)
[2025-11-22T01:27:36.739401] [INFO ] [FORECASTER] Completed predict_future for NU
[2025-11-22T01:27:36.890465] [INFO ] [FORECASTER] Starting predict_future for NUS
[2025-11-22T01:27:36.891320] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:36.891349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:36.891407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:36.956988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:36.957705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:36.957791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:36.957827] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:37.072577] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:37.072773] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:37.072816] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:37.072846] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:37.076209] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: DOWN (p=10.00%)
[2025-11-22T01:27:37.076493] [INFO ] [FORECASTER] Completed predict_future for NUS
[2025-11-22T01:27:37.251768] [INFO ] [FORECASTER] Starting predict_future for NUV
[2025-11-22T01:27:37.252676] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:37.252709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:37.252768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:37.319598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:37.320257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:37.320344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:37.320379] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:37.432426] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:37.432588] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:37.432627] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:37.432677] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:37.436002] [DEBUG] [FORECASTER] NUV: Forecast T+1@11:T+2@11: UP (p=90.35%)
[2025-11-22T01:27:37.436274] [INFO ] [FORECASTER] Completed predict_future for NUV
[2025-11-22T01:27:37.586065] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-11-22T01:27:37.586965] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:37.586992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:37.587067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:37.651446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:37.652123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:37.652206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:37.652240] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:37.790780] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:37.790932] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:37.790971] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:37.791001] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:37.794311] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: DOWN (p=13.72%)
[2025-11-22T01:27:37.794587] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-11-22T01:27:37.943685] [INFO ] [FORECASTER] Starting predict_future for NUW
[2025-11-22T01:27:37.944517] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:37.944544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:37.944601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:38.010406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:38.011128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:38.011214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:38.011251] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:38.121016] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:38.121161] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:38.121200] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:38.121229] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:38.124573] [DEBUG] [FORECASTER] NUW: Forecast T+1@11:T+2@11: DOWN (p=7.79%)
[2025-11-22T01:27:38.124871] [INFO ] [FORECASTER] Completed predict_future for NUW
[2025-11-22T01:27:38.275032] [INFO ] [FORECASTER] Starting predict_future for NVG
[2025-11-22T01:27:38.275885] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:38.275913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:38.275974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:38.341028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:38.341622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:38.341720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:38.341755] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:38.457380] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:38.457552] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:38.457593] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:38.457622] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:38.460914] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: UP (p=83.83%)
[2025-11-22T01:27:38.461186] [INFO ] [FORECASTER] Completed predict_future for NVG
[2025-11-22T01:27:38.611899] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2025-11-22T01:27:38.612771] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:38.612800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:38.612858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:38.686966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:38.688430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:38.688556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:38.688591] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:38.802692] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:38.802863] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:38.802903] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:38.802934] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:38.806436] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: UP (p=94.89%)
[2025-11-22T01:27:38.806816] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2025-11-22T01:27:38.960723] [INFO ] [FORECASTER] Starting predict_future for NVO
[2025-11-22T01:27:38.961615] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:38.961666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:38.961729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:39.030382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:39.031248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:39.031346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:39.031389] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:39.149926] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:39.150086] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:39.150126] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:39.150155] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:39.153555] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: UP (p=97.56%)
[2025-11-22T01:27:39.153859] [INFO ] [FORECASTER] Completed predict_future for NVO
[2025-11-22T01:27:39.310969] [INFO ] [FORECASTER] Starting predict_future for NVR
[2025-11-22T01:27:39.311827] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:39.311855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:39.311913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:39.378053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:39.378696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:39.378781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:39.378816] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:39.498867] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:39.499184] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:39.499229] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:39.499260] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:39.503551] [DEBUG] [FORECASTER] NVR: Forecast T+1@11:T+2@11: DOWN (p=4.70%)
[2025-11-22T01:27:39.503860] [INFO ] [FORECASTER] Completed predict_future for NVR
[2025-11-22T01:27:39.708957] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2025-11-22T01:27:39.709843] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:39.709890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:39.709951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:39.776456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:39.777301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:39.777384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:39.777418] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:39.893480] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:39.893677] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:39.893720] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:39.893749] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:39.897112] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: DOWN (p=3.11%)
[2025-11-22T01:27:39.897393] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2025-11-22T01:27:40.050304] [INFO ] [FORECASTER] Starting predict_future for NVS
[2025-11-22T01:27:40.051311] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:40.051339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:40.051400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:40.118622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:40.119736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:40.119837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:40.119872] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:40.243381] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:40.243608] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:40.243674] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:40.243779] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:40.251112] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: DOWN (p=13.53%)
[2025-11-22T01:27:40.251471] [INFO ] [FORECASTER] Completed predict_future for NVS
[2025-11-22T01:27:40.407802] [INFO ] [FORECASTER] Starting predict_future for NVST
[2025-11-22T01:27:40.408741] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:40.408769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:40.408825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:40.473126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:40.473801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:40.473885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:40.473918] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:40.596694] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:40.596895] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:40.596938] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:40.596979] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:40.601746] [DEBUG] [FORECASTER] NVST: Forecast T+1@11:T+2@11: UP (p=58.92%)
[2025-11-22T01:27:40.602196] [INFO ] [FORECASTER] Completed predict_future for NVST
[2025-11-22T01:27:40.769547] [INFO ] [FORECASTER] Starting predict_future for NVT
[2025-11-22T01:27:40.770406] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:40.770434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:40.770492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:40.834633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:40.835295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:40.835376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:40.835409] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:40.951751] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:40.951926] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:40.951987] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:40.952019] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:40.955412] [DEBUG] [FORECASTER] NVT: Forecast T+1@11:T+2@11: UP (p=95.77%)
[2025-11-22T01:27:40.955761] [INFO ] [FORECASTER] Completed predict_future for NVT
[2025-11-22T01:27:41.106362] [INFO ] [FORECASTER] Starting predict_future for NWG
[2025-11-22T01:27:41.107250] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:41.107278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:41.107334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:41.171185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:41.171870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:41.171954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:41.171987] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:41.286543] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:41.286733] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:41.286775] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:41.286805] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:41.290182] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: DOWN (p=37.06%)
[2025-11-22T01:27:41.290457] [INFO ] [FORECASTER] Completed predict_future for NWG
[2025-11-22T01:27:41.442285] [INFO ] [FORECASTER] Starting predict_future for NWN
[2025-11-22T01:27:41.443305] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:41.443333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:41.443393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:41.508114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:41.509110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:41.509209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:41.509246] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:41.624202] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:41.624710] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:41.624759] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:41.624790] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:41.628740] [DEBUG] [FORECASTER] NWN: Forecast T+1@11:T+2@11: DOWN (p=21.68%)
[2025-11-22T01:27:41.629066] [INFO ] [FORECASTER] Completed predict_future for NWN
[2025-11-22T01:27:41.783559] [INFO ] [FORECASTER] Starting predict_future for NX
[2025-11-22T01:27:41.784523] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:41.784553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:41.784611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:41.850122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:41.851401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:41.851514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:41.851550] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:41.970572] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:41.970832] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:41.970878] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:41.970909] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:41.974691] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: DOWN (p=40.97%)
[2025-11-22T01:27:41.974999] [INFO ] [FORECASTER] Completed predict_future for NX
[2025-11-22T01:27:42.129711] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-11-22T01:27:42.130609] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:42.130636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:42.130738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:42.194861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:42.195474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:42.195563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:42.195597] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:42.301198] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:42.301370] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:42.301411] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:42.301440] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:42.304872] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: UP (p=91.08%)
[2025-11-22T01:27:42.305164] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-11-22T01:27:42.456702] [INFO ] [FORECASTER] Starting predict_future for NXDT
[2025-11-22T01:27:42.457622] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:42.457677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:42.457738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:42.522397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:42.523311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:42.523399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:42.523469] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:42.661050] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:42.661241] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:42.661286] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:42.661317] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:42.664774] [DEBUG] [FORECASTER] NXDT: Forecast T+1@11:T+2@11: UP (p=54.95%)
[2025-11-22T01:27:42.665085] [INFO ] [FORECASTER] Completed predict_future for NXDT
[2025-11-22T01:27:42.820621] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-11-22T01:27:42.821470] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:42.821498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:42.821554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:42.888411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:42.889252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:42.889339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:42.889376] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:43.003925] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:43.004129] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:43.004173] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:43.004204] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:43.007687] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: DOWN (p=21.87%)
[2025-11-22T01:27:43.007973] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-11-22T01:27:43.159618] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-11-22T01:27:43.160527] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:43.160556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:43.160613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:43.227028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:43.227726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:43.227810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:43.227845] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:43.332252] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:43.332406] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:43.332446] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:43.332497] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:43.336005] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: UP (p=88.78%)
[2025-11-22T01:27:43.336288] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-11-22T01:27:43.494877] [INFO ] [FORECASTER] Starting predict_future for NXJ
[2025-11-22T01:27:43.495736] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:43.495764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:43.495820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:43.561747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:43.562356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:43.562440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:43.562475] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:43.671671] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:43.671845] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:43.671886] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:43.671916] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:43.675315] [DEBUG] [FORECASTER] NXJ: Forecast T+1@11:T+2@11: DOWN (p=23.44%)
[2025-11-22T01:27:43.675592] [INFO ] [FORECASTER] Completed predict_future for NXJ
[2025-11-22T01:27:43.830954] [INFO ] [FORECASTER] Starting predict_future for NXP
[2025-11-22T01:27:43.831810] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:43.831837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:43.831895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:43.897129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:43.897972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:43.898055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:43.898089] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:44.002213] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:44.002382] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:44.002421] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:44.002450] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:44.005750] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: UP (p=85.27%)
[2025-11-22T01:27:44.006024] [INFO ] [FORECASTER] Completed predict_future for NXP
[2025-11-22T01:27:44.162076] [INFO ] [FORECASTER] Starting predict_future for NXRT
[2025-11-22T01:27:44.162916] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:44.162944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:44.163001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:44.227323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:44.227956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:44.228036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:44.228070] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:44.335670] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:44.335829] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:44.335869] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:44.335899] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:44.339269] [DEBUG] [FORECASTER] NXRT: Forecast T+1@11:T+2@11: UP (p=84.75%)
[2025-11-22T01:27:44.339548] [INFO ] [FORECASTER] Completed predict_future for NXRT
[2025-11-22T01:27:44.490662] [INFO ] [FORECASTER] Starting predict_future for NYT
[2025-11-22T01:27:44.491502] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:44.491531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:44.491586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:44.556218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:44.556852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:44.556933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:44.556966] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:44.669086] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:44.669264] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:44.669305] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:44.669338] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:44.672680] [DEBUG] [FORECASTER] NYT: Forecast T+1@11:T+2@11: DOWN (p=8.36%)
[2025-11-22T01:27:44.672951] [INFO ] [FORECASTER] Completed predict_future for NYT
[2025-11-22T01:27:44.823236] [INFO ] [FORECASTER] Starting predict_future for NZF
[2025-11-22T01:27:44.824120] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:44.824149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:44.824207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:44.888982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:44.889681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:44.889763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:44.889797] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:44.998915] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:44.999088] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:44.999130] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:44.999159] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:45.002486] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: DOWN (p=17.20%)
[2025-11-22T01:27:45.002792] [INFO ] [FORECASTER] Completed predict_future for NZF
[2025-11-22T01:27:45.154883] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2025-11-22T01:27:45.155737] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:45.155763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:45.155819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:45.220378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:45.221002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:45.221082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:45.221116] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:45.312206] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:45.312363] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:45.312403] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:45.312432] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:45.315694] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: DOWN (p=7.32%)
[2025-11-22T01:27:45.315972] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2025-11-22T01:27:45.465685] [INFO ] [FORECASTER] Starting predict_future for OBK
[2025-11-22T01:27:45.466509] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:45.466536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:45.466594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:45.530954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:45.531537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:45.531617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:45.531668] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:45.652819] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:45.652997] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:45.653042] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:45.653093] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:45.656703] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: DOWN (p=2.57%)
[2025-11-22T01:27:45.657034] [INFO ] [FORECASTER] Completed predict_future for OBK
[2025-11-22T01:27:45.819239] [INFO ] [FORECASTER] Starting predict_future for OC
[2025-11-22T01:27:45.820129] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:45.820155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:45.820211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:45.888166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:45.889103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:45.889198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:45.889233] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:45.996264] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:45.996435] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:45.996476] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:45.996544] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:46.001174] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: DOWN (p=3.85%)
[2025-11-22T01:27:46.001458] [INFO ] [FORECASTER] Completed predict_future for OC
[2025-11-22T01:27:46.160233] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-11-22T01:27:46.161108] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:46.161137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:46.161196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:46.227164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:46.228018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:46.228103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:46.228139] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:46.329450] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:46.329628] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:46.329694] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:46.329725] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:46.333050] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: DOWN (p=35.88%)
[2025-11-22T01:27:46.333322] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-11-22T01:27:46.490278] [INFO ] [FORECASTER] Starting predict_future for ODV
[2025-11-22T01:27:46.491153] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:46.491180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:46.491238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:46.557816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:46.558462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:46.558545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:46.558580] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:46.662677] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:46.662841] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:46.662880] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:46.662910] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:46.666190] [DEBUG] [FORECASTER] ODV: Forecast T+1@11:T+2@11: UP (p=68.37%)
[2025-11-22T01:27:46.666466] [INFO ] [FORECASTER] Completed predict_future for ODV
[2025-11-22T01:27:46.822275] [INFO ] [FORECASTER] Starting predict_future for OEC
[2025-11-22T01:27:46.823134] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:46.823162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:46.823219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:46.888012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:46.888681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:46.888768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:46.888803] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:47.008945] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:47.009151] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:47.009194] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:47.009225] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:47.012671] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: UP (p=88.64%)
[2025-11-22T01:27:47.012945] [INFO ] [FORECASTER] Completed predict_future for OEC
[2025-11-22T01:27:47.169914] [INFO ] [FORECASTER] Starting predict_future for OFG
[2025-11-22T01:27:47.170799] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:47.170826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:47.170882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:47.235090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:47.235700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:47.235785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:47.235818] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:47.352778] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:47.352930] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:47.352970] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:47.352998] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:47.356303] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: UP (p=76.44%)
[2025-11-22T01:27:47.356579] [INFO ] [FORECASTER] Completed predict_future for OFG
[2025-11-22T01:27:47.507289] [INFO ] [FORECASTER] Starting predict_future for OGE
[2025-11-22T01:27:47.508181] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:47.508208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:47.508263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:47.573351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:47.574019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:47.574102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:47.574135] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:47.670568] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:47.670739] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:47.670780] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:47.670808] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:47.674112] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: UP (p=87.06%)
[2025-11-22T01:27:47.674385] [INFO ] [FORECASTER] Completed predict_future for OGE
[2025-11-22T01:27:47.824546] [INFO ] [FORECASTER] Starting predict_future for OGN
[2025-11-22T01:27:47.825418] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:47.825445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:47.825502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:47.890404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:47.891043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:47.891126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:47.891159] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:47.991232] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:47.991403] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:47.991444] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:47.991474] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:47.994803] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: UP (p=87.55%)
[2025-11-22T01:27:47.995076] [INFO ] [FORECASTER] Completed predict_future for OGN
[2025-11-22T01:27:48.145545] [INFO ] [FORECASTER] Starting predict_future for OGS
[2025-11-22T01:27:48.146402] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:48.146431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:48.146488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:48.211506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:48.212132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:48.212212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:48.212275] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:48.305810] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:48.305970] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:48.306008] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:48.306038] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:48.309350] [DEBUG] [FORECASTER] OGS: Forecast T+1@11:T+2@11: UP (p=55.68%)
[2025-11-22T01:27:48.309625] [INFO ] [FORECASTER] Completed predict_future for OGS
[2025-11-22T01:27:48.457984] [INFO ] [FORECASTER] Starting predict_future for OHI
[2025-11-22T01:27:48.458842] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:48.458869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:48.458925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:48.523803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:48.524421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:48.524501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:48.524534] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:48.638388] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:48.638513] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:48.638553] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:48.638582] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:48.641873] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: UP (p=80.94%)
[2025-11-22T01:27:48.642148] [INFO ] [FORECASTER] Completed predict_future for OHI
[2025-11-22T01:27:48.800761] [INFO ] [FORECASTER] Starting predict_future for OI
[2025-11-22T01:27:48.801585] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:48.801612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:48.801690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:48.866192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:48.866797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:48.866880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:48.866914] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:48.967528] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:48.967702] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:48.967744] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:48.967779] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:48.971048] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: DOWN (p=7.40%)
[2025-11-22T01:27:48.971323] [INFO ] [FORECASTER] Completed predict_future for OI
[2025-11-22T01:27:49.120232] [INFO ] [FORECASTER] Starting predict_future for OIA
[2025-11-22T01:27:49.121127] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:49.121154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:49.121210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:49.186234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:49.186851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:49.186968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:49.187005] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:49.285160] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:49.285694] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:49.285737] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:49.285766] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:49.289045] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: UP (p=94.43%)
[2025-11-22T01:27:49.289318] [INFO ] [FORECASTER] Completed predict_future for OIA
[2025-11-22T01:27:49.442190] [INFO ] [FORECASTER] Starting predict_future for OII
[2025-11-22T01:27:49.443066] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:49.443093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:49.443149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:49.509699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:49.510452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:49.510537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:49.510570] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:49.613400] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:49.613563] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:49.613604] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:49.613633] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:49.617029] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: DOWN (p=10.95%)
[2025-11-22T01:27:49.617332] [INFO ] [FORECASTER] Completed predict_future for OII
[2025-11-22T01:27:49.771292] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-11-22T01:27:49.772147] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:49.772173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:49.772229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:49.837325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:49.838325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:49.838435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:49.838474] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:49.935475] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:49.935660] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:49.935702] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:49.935732] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:49.939090] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: UP (p=60.21%)
[2025-11-22T01:27:49.939362] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-11-22T01:27:50.109938] [INFO ] [FORECASTER] Starting predict_future for OKE
[2025-11-22T01:27:50.110836] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:50.110866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:50.110924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:50.176973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:50.177849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:50.177935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:50.177970] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:50.277705] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:50.277884] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:50.277934] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:50.277963] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:50.281349] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: DOWN (p=23.88%)
[2025-11-22T01:27:50.281672] [INFO ] [FORECASTER] Completed predict_future for OKE
[2025-11-22T01:27:50.432697] [INFO ] [FORECASTER] Starting predict_future for OLN
[2025-11-22T01:27:50.433526] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:50.433578] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:50.433663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:50.498371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:50.499009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:50.499092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:50.499127] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:50.601131] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:50.601292] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:50.601332] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:50.601362] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:50.604754] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: UP (p=98.47%)
[2025-11-22T01:27:50.605033] [INFO ] [FORECASTER] Completed predict_future for OLN
[2025-11-22T01:27:50.759160] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-11-22T01:27:50.760008] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:50.760034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:50.760090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:50.825820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:50.826583] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:50.826686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:50.826723] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:50.929352] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:50.929519] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:50.929560] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:50.929590] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:50.932895] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: UP (p=76.53%)
[2025-11-22T01:27:50.933164] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-11-22T01:27:51.084710] [INFO ] [FORECASTER] Starting predict_future for OMC
[2025-11-22T01:27:51.085532] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:51.085561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:51.085618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:51.149594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:51.150199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:51.150278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:51.150310] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:51.246547] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:51.246688] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:51.246727] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:51.246755] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:51.249879] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: UP (p=89.76%)
[2025-11-22T01:27:51.250143] [INFO ] [FORECASTER] Completed predict_future for OMC
[2025-11-22T01:27:51.400440] [INFO ] [FORECASTER] Starting predict_future for OMF
[2025-11-22T01:27:51.401293] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:51.401321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:51.401378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:51.465602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:51.466199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:51.466278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:51.466327] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:51.566112] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:51.566263] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:51.566301] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:51.566329] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:51.569632] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=18.72%)
[2025-11-22T01:27:51.569969] [INFO ] [FORECASTER] Completed predict_future for OMF
[2025-11-22T01:27:51.725154] [INFO ] [FORECASTER] Starting predict_future for OMI
[2025-11-22T01:27:51.726021] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:51.726049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:51.726104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:51.790427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:51.791297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:51.791382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:51.791415] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:51.892735] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:51.892901] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:51.892940] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:51.892969] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:51.896253] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: UP (p=54.32%)
[2025-11-22T01:27:51.896519] [INFO ] [FORECASTER] Completed predict_future for OMI
[2025-11-22T01:27:52.045075] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-11-22T01:27:52.045916] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:52.045943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:52.046001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:52.110124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:52.110788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:52.110869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:52.110903] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:52.207655] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:52.207805] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:52.207843] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:52.207876] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:52.211109] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: UP (p=61.22%)
[2025-11-22T01:27:52.211382] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-11-22T01:27:52.361616] [INFO ] [FORECASTER] Starting predict_future for ONON
[2025-11-22T01:27:52.362456] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:52.362483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:52.362539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:52.427014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:52.427673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:52.427754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:52.427787] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:52.532089] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:52.532264] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:52.532305] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:52.532334] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:52.535626] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: DOWN (p=3.79%)
[2025-11-22T01:27:52.535917] [INFO ] [FORECASTER] Completed predict_future for ONON
[2025-11-22T01:27:52.685591] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-11-22T01:27:52.686536] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:52.686566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:52.686624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:52.751794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:52.752732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:52.752822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:52.752856] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:52.870380] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:52.870541] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:52.870582] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:52.870610] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:52.873897] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: UP (p=90.51%)
[2025-11-22T01:27:52.874170] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-11-22T01:27:53.025262] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2025-11-22T01:27:53.026171] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:53.026200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:53.026259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:53.094035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:53.094848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:53.094938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:53.094975] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:53.186821] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:53.186994] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:53.187035] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:53.187088] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:53.190427] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: UP (p=74.19%)
[2025-11-22T01:27:53.190728] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2025-11-22T01:27:53.340190] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2025-11-22T01:27:53.341076] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:53.341104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:53.341160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:53.405233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:53.405917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:53.406001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:53.406035] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:53.501105] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:53.501294] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:53.501336] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:53.501365] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:53.504773] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: DOWN (p=37.01%)
[2025-11-22T01:27:53.505048] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2025-11-22T01:27:53.654827] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-11-22T01:27:53.655785] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:53.655813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:53.655875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:53.721976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:53.722638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:53.722742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:53.722776] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:53.827237] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:53.827413] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:53.827457] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:53.827492] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:53.831000] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: DOWN (p=18.25%)
[2025-11-22T01:27:53.831285] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-11-22T01:27:53.981735] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2025-11-22T01:27:53.982581] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:53.982609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:53.982689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:54.047830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:54.048725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:54.048833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:54.048869] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:54.152611] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:54.152799] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:54.152847] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:54.152880] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:54.156309] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: DOWN (p=26.56%)
[2025-11-22T01:27:54.156590] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2025-11-22T01:27:54.317343] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-11-22T01:27:54.318194] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:54.318221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:54.318277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:54.382772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:54.383486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:54.383571] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:54.383606] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:54.477506] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:54.477686] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:54.477727] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:54.477757] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:54.481054] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: DOWN (p=23.20%)
[2025-11-22T01:27:54.481330] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-11-22T01:27:54.637505] [INFO ] [FORECASTER] Starting predict_future for OR
[2025-11-22T01:27:54.638398] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:54.638425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:54.638483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:54.703808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:54.704528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:54.704610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:54.704674] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:54.805080] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:54.805247] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:54.805287] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:54.805316] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:54.808798] [DEBUG] [FORECASTER] OR: Forecast T+1@11:T+2@11: UP (p=54.30%)
[2025-11-22T01:27:54.809102] [INFO ] [FORECASTER] Completed predict_future for OR
[2025-11-22T01:27:54.965347] [INFO ] [FORECASTER] Starting predict_future for ORA
[2025-11-22T01:27:54.966232] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:54.966260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:54.966317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:55.032803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:55.033731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:55.033816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:55.033849] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:55.131041] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:55.131211] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:55.131252] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:55.131282] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:55.134610] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: UP (p=79.37%)
[2025-11-22T01:27:55.134910] [INFO ] [FORECASTER] Completed predict_future for ORA
[2025-11-22T01:27:55.284988] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-11-22T01:27:55.285842] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:55.285869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:55.285927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:55.350220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:55.351057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:55.351140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:55.351173] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:55.448347] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:55.448513] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:55.448552] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:55.448581] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:55.451893] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: UP (p=98.71%)
[2025-11-22T01:27:55.452167] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-11-22T01:27:55.606600] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-11-22T01:27:55.607491] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:55.607520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:55.607576] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:55.671342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:55.671999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:55.672079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:55.672112] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:55.767971] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:55.768125] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:55.768164] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:55.768193] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:55.771480] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: UP (p=68.99%)
[2025-11-22T01:27:55.771772] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-11-22T01:27:55.922784] [INFO ] [FORECASTER] Starting predict_future for OSCR
[2025-11-22T01:27:55.923686] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:55.923740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:55.923799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:55.987457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:55.988210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:55.988294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:55.988328] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:56.089052] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:56.089260] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:56.089303] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:56.089333] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:56.092708] [DEBUG] [FORECASTER] OSCR: Forecast T+1@11:T+2@11: UP (p=92.91%)
[2025-11-22T01:27:56.092983] [INFO ] [FORECASTER] Completed predict_future for OSCR
[2025-11-22T01:27:56.242602] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2025-11-22T01:27:56.243454] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:56.243480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:56.243536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:56.307355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:56.308158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:56.308241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:56.308275] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:56.405014] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:56.405170] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:56.405207] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:56.405237] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:56.408502] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: DOWN (p=26.80%)
[2025-11-22T01:27:56.408801] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2025-11-22T01:27:56.558225] [INFO ] [FORECASTER] Starting predict_future for OUT
[2025-11-22T01:27:56.559072] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:56.559100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:56.559156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:56.623358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:56.624004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:56.624087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:56.624120] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:56.720425] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:56.720578] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:56.720618] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:56.720669] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:56.723913] [DEBUG] [FORECASTER] OUT: Forecast T+1@11:T+2@11: UP (p=76.05%)
[2025-11-22T01:27:56.724177] [INFO ] [FORECASTER] Completed predict_future for OUT
[2025-11-22T01:27:56.876400] [INFO ] [FORECASTER] Starting predict_future for OVV
[2025-11-22T01:27:56.877278] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:56.877306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:56.877362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:56.941514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:56.942204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:56.942287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:56.942322] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:57.038620] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:57.038795] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:57.038835] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:57.038863] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:57.044104] [DEBUG] [FORECASTER] OVV: Forecast T+1@11:T+2@11: DOWN (p=2.03%)
[2025-11-22T01:27:57.044379] [INFO ] [FORECASTER] Completed predict_future for OVV
[2025-11-22T01:27:57.194482] [INFO ] [FORECASTER] Starting predict_future for OWL
[2025-11-22T01:27:57.195335] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:57.195376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:57.195435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:57.259370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:57.260094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:57.260175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:57.260208] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:57.359107] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:57.359285] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:57.359329] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:57.359359] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:57.362671] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: UP (p=89.04%)
[2025-11-22T01:27:57.362945] [INFO ] [FORECASTER] Completed predict_future for OWL
[2025-11-22T01:27:57.513222] [INFO ] [FORECASTER] Starting predict_future for OWLT
[2025-11-22T01:27:57.514077] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:57.514105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:57.514161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:57.578470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:57.579202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:57.579284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:57.579317] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:57.698626] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:57.698804] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:57.698842] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:57.698871] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:57.702163] [DEBUG] [FORECASTER] OWLT: Forecast T+1@11:T+2@11: DOWN (p=4.27%)
[2025-11-22T01:27:57.702439] [INFO ] [FORECASTER] Completed predict_future for OWLT
[2025-11-22T01:27:57.854234] [INFO ] [FORECASTER] Starting predict_future for OXM
[2025-11-22T01:27:57.855115] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:57.855142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:57.855199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:57.919657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:57.920245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:57.920324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:57.920359] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:58.025192] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:58.025325] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:58.025369] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:58.025404] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:58.028620] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: DOWN (p=37.62%)
[2025-11-22T01:27:58.028900] [INFO ] [FORECASTER] Completed predict_future for OXM
[2025-11-22T01:27:58.179904] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2025-11-22T01:27:58.180770] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:58.180797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:58.180853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:58.245015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:58.245619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:58.245717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:58.245751] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:58.343504] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:58.343634] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:58.343710] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:58.343741] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:58.346887] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: UP (p=96.20%)
[2025-11-22T01:27:58.347171] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2025-11-22T01:27:58.496921] [INFO ] [FORECASTER] Starting predict_future for PAC
[2025-11-22T01:27:58.497787] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:58.497813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:58.497869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:58.561770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:58.562370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:58.562450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:58.562483] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:58.657305] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:58.657439] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:58.657478] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:58.657506] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:58.660792] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: DOWN (p=24.92%)
[2025-11-22T01:27:58.661071] [INFO ] [FORECASTER] Completed predict_future for PAC
[2025-11-22T01:27:58.814485] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-11-22T01:27:58.815397] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:58.815427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:58.815486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:58.881579] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:58.882282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:58.882370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:58.882403] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:58.987134] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:58.987313] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:58.987353] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:58.987382] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:58.990740] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: UP (p=56.87%)
[2025-11-22T01:27:58.991018] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-11-22T01:27:59.142701] [INFO ] [FORECASTER] Starting predict_future for PAG
[2025-11-22T01:27:59.143774] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:59.143804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:59.143862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:59.210857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:59.211807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:59.211936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:59.211973] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:59.309173] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:59.309348] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:59.309390] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:59.309420] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:59.312898] [DEBUG] [FORECASTER] PAG: Forecast T+1@11:T+2@11: DOWN (p=40.41%)
[2025-11-22T01:27:59.313185] [INFO ] [FORECASTER] Completed predict_future for PAG
[2025-11-22T01:27:59.464750] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2025-11-22T01:27:59.465577] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:59.465604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:59.465705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:59.530426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:59.531052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:59.531131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:59.531165] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:59.626163] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:59.626314] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:59.626353] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:59.626382] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:59.633089] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: DOWN (p=3.71%)
[2025-11-22T01:27:59.633406] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2025-11-22T01:27:59.787360] [INFO ] [FORECASTER] Starting predict_future for PAI
[2025-11-22T01:27:59.788228] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:27:59.788256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:27:59.788313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:27:59.852275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:27:59.852883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:27:59.852963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:27:59.852997] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:27:59.951512] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:27:59.951662] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:27:59.951702] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:27:59.951731] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:27:59.954935] [DEBUG] [FORECASTER] PAI: Forecast T+1@11:T+2@11: DOWN (p=32.99%)
[2025-11-22T01:27:59.955211] [INFO ] [FORECASTER] Completed predict_future for PAI
[2025-11-22T01:28:00.108918] [INFO ] [FORECASTER] Starting predict_future for PAM
[2025-11-22T01:28:00.109818] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:00.109845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:00.109903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:00.174616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:00.175242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:00.175324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:00.175357] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:00.285263] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:00.285402] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:00.285440] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:00.285470] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:00.288719] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: UP (p=65.58%)
[2025-11-22T01:28:00.288991] [INFO ] [FORECASTER] Completed predict_future for PAM
[2025-11-22T01:28:00.443080] [INFO ] [FORECASTER] Starting predict_future for PAR
[2025-11-22T01:28:00.443932] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:00.443960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:00.444018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:00.508687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:00.509477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:00.509563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:00.509597] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:01.107806] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:01.107978] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:01.108027] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:01.108075] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:01.111482] [DEBUG] [FORECASTER] PAR: Forecast T+1@11:T+2@11: UP (p=81.36%)
[2025-11-22T01:28:01.111782] [INFO ] [FORECASTER] Completed predict_future for PAR
[2025-11-22T01:28:01.269034] [INFO ] [FORECASTER] Starting predict_future for PARR
[2025-11-22T01:28:01.269960] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:01.269988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:01.270054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:01.337972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:01.338754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:01.338841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:01.338875] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:01.500690] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:01.500862] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:01.500904] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:01.500933] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:01.504393] [DEBUG] [FORECASTER] PARR: Forecast T+1@11:T+2@11: UP (p=93.42%)
[2025-11-22T01:28:01.504701] [INFO ] [FORECASTER] Completed predict_future for PARR
[2025-11-22T01:28:01.662596] [INFO ] [FORECASTER] Starting predict_future for PATH
[2025-11-22T01:28:01.663493] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:01.663523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:01.663581] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:01.733208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:01.734265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:01.734367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:01.734403] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:01.857559] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:01.857768] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:01.857811] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:01.857841] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:01.861303] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=33.74%)
[2025-11-22T01:28:01.861590] [INFO ] [FORECASTER] Completed predict_future for PATH
[2025-11-22T01:28:02.017176] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2025-11-22T01:28:02.018101] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:02.018133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:02.018191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:02.083606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:02.084533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:02.084620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:02.084676] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:02.199065] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:02.199251] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:02.199293] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:02.199323] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:02.202721] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: UP (p=90.61%)
[2025-11-22T01:28:02.202997] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2025-11-22T01:28:02.356716] [INFO ] [FORECASTER] Starting predict_future for PAY
[2025-11-22T01:28:02.357606] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:02.357634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:02.357728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:02.424391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:02.425259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:02.425346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:02.425380] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:02.544450] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:02.544629] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:02.544693] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:02.544723] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:02.548108] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: DOWN (p=1.62%)
[2025-11-22T01:28:02.548392] [INFO ] [FORECASTER] Completed predict_future for PAY
[2025-11-22T01:28:02.700370] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2025-11-22T01:28:02.701290] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:02.701320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:02.701376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:02.767201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:02.768021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:02.768125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:02.768169] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:02.892108] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:02.892343] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:02.892392] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:02.892429] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:02.896048] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: DOWN (p=3.71%)
[2025-11-22T01:28:02.896371] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2025-11-22T01:28:03.055861] [INFO ] [FORECASTER] Starting predict_future for PB
[2025-11-22T01:28:03.056725] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:03.056752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:03.056809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:03.125546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:03.126447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:03.126539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:03.126575] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:03.253700] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:03.253871] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:03.253915] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:03.253983] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:03.260895] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: DOWN (p=9.21%)
[2025-11-22T01:28:03.261175] [INFO ] [FORECASTER] Completed predict_future for PB
[2025-11-22T01:28:03.413740] [INFO ] [FORECASTER] Starting predict_future for PBA
[2025-11-22T01:28:03.414768] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:03.414795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:03.414851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:03.481979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:03.482860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:03.482949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:03.482984] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:03.613533] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:03.613784] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:03.613829] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:03.613882] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:03.617614] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: DOWN (p=20.31%)
[2025-11-22T01:28:03.617941] [INFO ] [FORECASTER] Completed predict_future for PBA
[2025-11-22T01:28:03.776790] [INFO ] [FORECASTER] Starting predict_future for PBF
[2025-11-22T01:28:03.777730] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:03.777760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:03.777818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:03.844889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:03.845812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:03.845902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:03.845938] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:03.972290] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:03.972483] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:03.972529] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:03.972562] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:03.976306] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: DOWN (p=20.41%)
[2025-11-22T01:28:03.976661] [INFO ] [FORECASTER] Completed predict_future for PBF
[2025-11-22T01:28:04.127215] [INFO ] [FORECASTER] Starting predict_future for PBH
[2025-11-22T01:28:04.128161] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:04.128189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:04.128245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:04.191717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:04.192325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:04.192407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:04.192440] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:04.319239] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:04.319396] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:04.319439] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:04.319470] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:04.322759] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: UP (p=70.27%)
[2025-11-22T01:28:04.323026] [INFO ] [FORECASTER] Completed predict_future for PBH
[2025-11-22T01:28:04.473487] [INFO ] [FORECASTER] Starting predict_future for PBI
[2025-11-22T01:28:04.474343] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:04.474369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:04.474425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:04.538817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:04.539407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:04.539487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:04.539520] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:04.656389] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:04.656481] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:04.656517] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:04.656545] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:04.659597] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: UP (p=85.46%)
[2025-11-22T01:28:04.659876] [INFO ] [FORECASTER] Completed predict_future for PBI
[2025-11-22T01:28:04.809860] [INFO ] [FORECASTER] Starting predict_future for PBR
[2025-11-22T01:28:04.810722] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:04.810748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:04.810805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:04.875099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:04.875749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:04.875832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:04.875865] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:05.023908] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:05.024054] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:05.024093] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:05.024120] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:05.027616] [DEBUG] [FORECASTER] PBR: Forecast T+1@11:T+2@11: UP (p=60.38%)
[2025-11-22T01:28:05.027911] [INFO ] [FORECASTER] Completed predict_future for PBR
[2025-11-22T01:28:05.178688] [INFO ] [FORECASTER] Starting predict_future for PBT
[2025-11-22T01:28:05.179526] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:05.179553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:05.179609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:05.243522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:05.244156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:05.244237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:05.244270] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:05.356382] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:05.356527] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:05.356566] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:05.356595] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:05.359927] [DEBUG] [FORECASTER] PBT: Forecast T+1@11:T+2@11: DOWN (p=15.59%)
[2025-11-22T01:28:05.360196] [INFO ] [FORECASTER] Completed predict_future for PBT
[2025-11-22T01:28:05.510020] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-11-22T01:28:05.510899] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:05.510928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:05.510984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:05.575582] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:05.576180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:05.576258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:05.576319] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:05.661021] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:05.661182] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:05.661229] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:05.661263] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:05.664542] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: DOWN (p=11.71%)
[2025-11-22T01:28:05.664836] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-11-22T01:28:05.815061] [INFO ] [FORECASTER] Starting predict_future for PCG
[2025-11-22T01:28:05.815914] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:05.815941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:05.815998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:05.879802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:05.880378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:05.880457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:05.880489] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:05.980200] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:05.980325] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:05.980363] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:05.980391] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:05.983521] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: DOWN (p=33.23%)
[2025-11-22T01:28:05.983806] [INFO ] [FORECASTER] Completed predict_future for PCG
[2025-11-22T01:28:06.131659] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-11-22T01:28:06.132491] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:06.132518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:06.132573] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:06.196228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:06.196824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:06.196905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:06.196938] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:06.309180] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:06.309337] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:06.309375] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:06.309404] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:06.312689] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: DOWN (p=14.08%)
[2025-11-22T01:28:06.312957] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-11-22T01:28:06.461695] [INFO ] [FORECASTER] Starting predict_future for PCN
[2025-11-22T01:28:06.462535] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:06.462565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:06.462622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:06.526191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:06.526788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:06.526870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:06.526903] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:06.640605] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:06.640759] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:06.640798] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:06.640825] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:06.644045] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=81.45%)
[2025-11-22T01:28:06.644315] [INFO ] [FORECASTER] Completed predict_future for PCN
[2025-11-22T01:28:06.792625] [INFO ] [FORECASTER] Starting predict_future for PCOR
[2025-11-22T01:28:06.793496] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:06.793523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:06.793579] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:06.857226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:06.857842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:06.857923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:06.857957] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:06.966148] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:06.966327] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:06.966371] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:06.966401] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:06.970045] [DEBUG] [FORECASTER] PCOR: Forecast T+1@11:T+2@11: UP (p=96.01%)
[2025-11-22T01:28:06.970344] [INFO ] [FORECASTER] Completed predict_future for PCOR
[2025-11-22T01:28:07.122165] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2025-11-22T01:28:07.123049] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:07.123078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:07.123136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:07.188773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:07.189427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:07.189545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:07.189580] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:07.287483] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:07.287656] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:07.287699] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:07.287729] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:07.291033] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: UP (p=71.48%)
[2025-11-22T01:28:07.291318] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2025-11-22T01:28:07.442860] [INFO ] [FORECASTER] Starting predict_future for PD
[2025-11-22T01:28:07.443773] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:07.443801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:07.443857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:07.510042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:07.510726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:07.510812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:07.510847] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:07.615107] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:07.615271] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:07.615311] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:07.615341] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:07.619293] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: UP (p=98.13%)
[2025-11-22T01:28:07.619776] [INFO ] [FORECASTER] Completed predict_future for PD
[2025-11-22T01:28:07.779237] [INFO ] [FORECASTER] Starting predict_future for PDI
[2025-11-22T01:28:07.780364] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:07.780411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:07.780499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:07.848226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:07.849026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:07.849115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:07.849149] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:07.975127] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:07.975293] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:07.975335] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:07.975364] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:07.979167] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-11-22T01:28:07.979477] [INFO ] [FORECASTER] Completed predict_future for PDI
[2025-11-22T01:28:08.133414] [INFO ] [FORECASTER] Starting predict_future for PDM
[2025-11-22T01:28:08.134317] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:08.134345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:08.134402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:08.202853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:08.203540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:08.203640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:08.203710] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:08.310820] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:08.310999] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:08.311041] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:08.311069] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:08.314425] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: UP (p=92.09%)
[2025-11-22T01:28:08.314745] [INFO ] [FORECASTER] Completed predict_future for PDM
[2025-11-22T01:28:08.465120] [INFO ] [FORECASTER] Starting predict_future for PDO
[2025-11-22T01:28:08.466009] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:08.466037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:08.466095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:08.530994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:08.531597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:08.531695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:08.531731] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:08.629968] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:08.630117] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:08.630155] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:08.630184] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:08.633427] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: DOWN (p=29.42%)
[2025-11-22T01:28:08.633719] [INFO ] [FORECASTER] Completed predict_future for PDO
[2025-11-22T01:28:08.784394] [INFO ] [FORECASTER] Starting predict_future for PDS
[2025-11-22T01:28:08.785323] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:08.785352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:08.785411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:08.852342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:08.853042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:08.853127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:08.853160] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:08.959490] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:08.959693] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:08.959737] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:08.959766] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:08.965344] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: UP (p=93.60%)
[2025-11-22T01:28:08.965715] [INFO ] [FORECASTER] Completed predict_future for PDS
[2025-11-22T01:28:09.124070] [INFO ] [FORECASTER] Starting predict_future for PDT
[2025-11-22T01:28:09.125004] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:09.125037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:09.125095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:09.196340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:09.197150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:09.197237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:09.197282] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:09.295025] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:09.295192] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:09.295236] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:09.295266] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:09.298587] [DEBUG] [FORECASTER] PDT: Forecast T+1@11:T+2@11: DOWN (p=10.74%)
[2025-11-22T01:28:09.298893] [INFO ] [FORECASTER] Completed predict_future for PDT
[2025-11-22T01:28:09.446769] [INFO ] [FORECASTER] Starting predict_future for PDX
[2025-11-22T01:28:09.447671] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:09.447700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:09.447756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:09.512143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:09.513020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:09.513112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:09.513166] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:09.608912] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:09.609072] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:09.609112] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:09.609143] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:09.612428] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: UP (p=97.53%)
[2025-11-22T01:28:09.612725] [INFO ] [FORECASTER] Completed predict_future for PDX
[2025-11-22T01:28:09.761826] [INFO ] [FORECASTER] Starting predict_future for PEB
[2025-11-22T01:28:09.762773] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:09.762802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:09.762861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:09.829713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:09.830505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:09.830591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:09.830629] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:09.930684] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:09.930851] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:09.930892] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:09.930922] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:09.934288] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: UP (p=80.37%)
[2025-11-22T01:28:09.934576] [INFO ] [FORECASTER] Completed predict_future for PEB
[2025-11-22T01:28:10.092714] [INFO ] [FORECASTER] Starting predict_future for PEG
[2025-11-22T01:28:10.093586] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:10.093616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:10.093695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:10.159531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:10.160326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:10.160407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:10.160441] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:10.263835] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:10.263998] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:10.264038] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:10.264067] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:10.267394] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: UP (p=99.25%)
[2025-11-22T01:28:10.267696] [INFO ] [FORECASTER] Completed predict_future for PEG
[2025-11-22T01:28:10.422266] [INFO ] [FORECASTER] Starting predict_future for PEN
[2025-11-22T01:28:10.423157] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:10.423184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:10.423241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:10.488782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:10.489399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:10.489480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:10.489514] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:10.595128] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:10.595305] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:10.595347] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:10.595376] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:10.598698] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: UP (p=67.26%)
[2025-11-22T01:28:10.598972] [INFO ] [FORECASTER] Completed predict_future for PEN
[2025-11-22T01:28:10.748829] [INFO ] [FORECASTER] Starting predict_future for PEO
[2025-11-22T01:28:10.749706] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:10.749733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:10.749790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:10.816135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:10.816829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:10.816915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:10.816950] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:10.930563] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:10.930779] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:10.930822] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:10.930851] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:10.934154] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: DOWN (p=21.61%)
[2025-11-22T01:28:10.934437] [INFO ] [FORECASTER] Completed predict_future for PEO
[2025-11-22T01:28:11.091273] [INFO ] [FORECASTER] Starting predict_future for PERF
[2025-11-22T01:28:11.092144] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:11.092172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:11.092230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:11.156907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:11.157546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:11.157627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:11.157680] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:11.252933] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:11.253096] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:11.253135] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:11.253163] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:11.256416] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: DOWN (p=30.69%)
[2025-11-22T01:28:11.256708] [INFO ] [FORECASTER] Completed predict_future for PERF
[2025-11-22T01:28:11.404545] [INFO ] [FORECASTER] Starting predict_future for PFD
[2025-11-22T01:28:11.405414] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:11.405442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:11.405500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:11.469766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:11.470370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:11.470448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:11.470481] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:11.560177] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:11.560343] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:11.560383] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:11.560412] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:11.563827] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: UP (p=75.23%)
[2025-11-22T01:28:11.564100] [INFO ] [FORECASTER] Completed predict_future for PFD
[2025-11-22T01:28:11.714545] [INFO ] [FORECASTER] Starting predict_future for PFE
[2025-11-22T01:28:11.715477] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:11.715504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:11.715561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:11.781267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:11.782100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:11.782187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:11.782221] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:11.898679] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:11.898860] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:11.898903] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:11.898937] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:11.902551] [DEBUG] [FORECASTER] PFE: Forecast T+1@11:T+2@11: DOWN (p=9.41%)
[2025-11-22T01:28:11.902870] [INFO ] [FORECASTER] Completed predict_future for PFE
[2025-11-22T01:28:12.056961] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2025-11-22T01:28:12.057922] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:12.057956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:12.058030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:12.123736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:12.124606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:12.124720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:12.124763] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:12.232068] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:12.232260] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:12.232308] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:12.232344] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:12.235805] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: UP (p=85.76%)
[2025-11-22T01:28:12.236128] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2025-11-22T01:28:12.390515] [INFO ] [FORECASTER] Starting predict_future for PFH
[2025-11-22T01:28:12.391434] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:12.391463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:12.391521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:12.457576] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:12.458251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:12.458336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:12.458371] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:12.567581] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:12.567769] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:12.567811] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:12.567840] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:12.571378] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: DOWN (p=11.09%)
[2025-11-22T01:28:12.571693] [INFO ] [FORECASTER] Completed predict_future for PFH
[2025-11-22T01:28:12.729704] [INFO ] [FORECASTER] Starting predict_future for PFL
[2025-11-22T01:28:12.730578] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:12.730607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:12.730691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:12.800488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:12.801431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:12.801582] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:12.801620] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:12.906949] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:12.907155] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:12.907208] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:12.907250] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:12.910886] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: DOWN (p=26.51%)
[2025-11-22T01:28:12.911213] [INFO ] [FORECASTER] Completed predict_future for PFL
[2025-11-22T01:28:13.067682] [INFO ] [FORECASTER] Starting predict_future for PFLT
[2025-11-22T01:28:13.068589] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:13.068618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:13.068696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:13.133584] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:13.134554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:13.134661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:13.134698] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:13.237723] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:13.237900] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:13.237942] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:13.237972] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:13.241362] [DEBUG] [FORECASTER] PFLT: Forecast T+1@11:T+2@11: UP (p=55.52%)
[2025-11-22T01:28:13.241638] [INFO ] [FORECASTER] Completed predict_future for PFLT
[2025-11-22T01:28:13.392564] [INFO ] [FORECASTER] Starting predict_future for PFN
[2025-11-22T01:28:13.393462] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:13.393524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:13.393583] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:13.459786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:13.460391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:13.460469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:13.460501] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:13.561232] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:13.561385] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:13.561424] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:13.561451] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:13.564749] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: UP (p=75.83%)
[2025-11-22T01:28:13.565020] [INFO ] [FORECASTER] Completed predict_future for PFN
[2025-11-22T01:28:13.716086] [INFO ] [FORECASTER] Starting predict_future for PFO
[2025-11-22T01:28:13.716947] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:13.716975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:13.717032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:13.782217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:13.782879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:13.782957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:13.782990] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:13.880687] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:13.880836] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:13.880874] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:13.880903] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:13.884197] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: UP (p=57.13%)
[2025-11-22T01:28:13.884465] [INFO ] [FORECASTER] Completed predict_future for PFO
[2025-11-22T01:28:14.035419] [INFO ] [FORECASTER] Starting predict_future for PFS
[2025-11-22T01:28:14.036306] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:14.036341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:14.036411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:14.102120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:14.102753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:14.102841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:14.102875] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:14.208140] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:14.208341] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:14.208385] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:14.208416] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:14.211885] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: UP (p=73.34%)
[2025-11-22T01:28:14.212188] [INFO ] [FORECASTER] Completed predict_future for PFS
[2025-11-22T01:28:14.368281] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2025-11-22T01:28:14.369275] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:14.369302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:14.369359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:14.437108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:14.437941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:14.438040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:14.438079] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:14.542253] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:14.542435] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:14.542476] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:14.542504] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:14.545947] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: DOWN (p=39.85%)
[2025-11-22T01:28:14.546616] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2025-11-22T01:28:14.699756] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-11-22T01:28:14.700711] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:14.700739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:14.700797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:14.767614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:14.768378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:14.768468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:14.768502] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:14.868690] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:14.868859] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:14.868902] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:14.868933] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:14.872452] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=85.84%)
[2025-11-22T01:28:14.872761] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-11-22T01:28:15.027379] [INFO ] [FORECASTER] Starting predict_future for PGR
[2025-11-22T01:28:15.028282] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:15.028311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:15.028368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:15.095789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:15.096562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:15.096782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:15.096827] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:15.200549] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:15.200741] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:15.200784] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:15.200813] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:15.204172] [DEBUG] [FORECASTER] PGR: Forecast T+1@11:T+2@11: UP (p=84.98%)
[2025-11-22T01:28:15.204457] [INFO ] [FORECASTER] Completed predict_future for PGR
[2025-11-22T01:28:15.358290] [INFO ] [FORECASTER] Starting predict_future for PGRE
[2025-11-22T01:28:15.359178] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:15.359225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:15.359285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:15.426762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:15.427590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:15.427698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:15.427739] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:15.530234] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:15.530399] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:15.530445] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:15.530476] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:15.533942] [DEBUG] [FORECASTER] PGRE: Forecast T+1@11:T+2@11: UP (p=74.20%)
[2025-11-22T01:28:15.534228] [INFO ] [FORECASTER] Completed predict_future for PGRE
[2025-11-22T01:28:15.688378] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-11-22T01:28:15.689265] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:15.689293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:15.689351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:15.755638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:15.756411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:15.756494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:15.756527] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:15.886158] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:15.886318] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:15.886360] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:15.886389] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:15.890589] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: UP (p=70.71%)
[2025-11-22T01:28:15.890931] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-11-22T01:28:16.061268] [INFO ] [FORECASTER] Starting predict_future for PH
[2025-11-22T01:28:16.062530] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:16.062578] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:16.062686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:16.146345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:16.147565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:16.147709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:16.147762] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:16.285441] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:16.285665] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:16.285718] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:16.285756] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:16.290124] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: DOWN (p=27.64%)
[2025-11-22T01:28:16.290564] [INFO ] [FORECASTER] Completed predict_future for PH
[2025-11-22T01:28:16.487403] [INFO ] [FORECASTER] Starting predict_future for PHG
[2025-11-22T01:28:16.488520] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:16.488550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:16.488609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:16.574964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:16.576121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:16.576241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:16.576292] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:16.721264] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:16.721469] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:16.721549] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:16.721598] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:16.726307] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: UP (p=82.91%)
[2025-11-22T01:28:16.726717] [INFO ] [FORECASTER] Completed predict_future for PHG
[2025-11-22T01:28:16.917629] [INFO ] [FORECASTER] Starting predict_future for PHI
[2025-11-22T01:28:16.918899] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:16.918945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:16.919043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:17.004852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:17.005677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:17.005760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:17.005794] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:17.129407] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:17.129554] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:17.129594] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:17.129624] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:17.132914] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-11-22T01:28:17.133189] [INFO ] [FORECASTER] Completed predict_future for PHI
[2025-11-22T01:28:17.284692] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2025-11-22T01:28:17.285518] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:17.285545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:17.285602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:17.351176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:17.351820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:17.351900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:17.351933] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:17.480132] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:17.480294] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:17.480333] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:17.480364] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:17.483708] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: DOWN (p=1.46%)
[2025-11-22T01:28:17.483980] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2025-11-22T01:28:17.634247] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-11-22T01:28:17.635103] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:17.635130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:17.635187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:17.700129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:17.700780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:17.700860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:17.700893] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:17.818564] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:17.818710] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:17.818749] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:17.818777] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:17.821967] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=72.96%)
[2025-11-22T01:28:17.822239] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-11-22T01:28:17.972185] [INFO ] [FORECASTER] Starting predict_future for PHM
[2025-11-22T01:28:17.973048] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:17.973076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:17.973151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:18.037733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:18.038325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:18.038405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:18.038438] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:18.163310] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:18.163459] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:18.163497] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:18.163526] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:18.166791] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: UP (p=91.34%)
[2025-11-22T01:28:18.167079] [INFO ] [FORECASTER] Completed predict_future for PHM
[2025-11-22T01:28:18.318621] [INFO ] [FORECASTER] Starting predict_future for PHR
[2025-11-22T01:28:18.319465] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:18.319493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:18.319550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:18.384422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:18.385033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:18.385114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:18.385147] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:18.523344] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:18.523511] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:18.523553] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:18.523582] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:18.526890] [DEBUG] [FORECASTER] PHR: Forecast T+1@11:T+2@11: UP (p=99.86%)
[2025-11-22T01:28:18.527181] [INFO ] [FORECASTER] Completed predict_future for PHR
[2025-11-22T01:28:18.677907] [INFO ] [FORECASTER] Starting predict_future for PII
[2025-11-22T01:28:18.678756] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:18.678784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:18.678842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:18.744104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:18.744731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:18.744809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:18.744843] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:18.880433] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:18.880580] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:18.880620] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:18.880668] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:18.883976] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: DOWN (p=14.45%)
[2025-11-22T01:28:18.884250] [INFO ] [FORECASTER] Completed predict_future for PII
[2025-11-22T01:28:19.034574] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-11-22T01:28:19.035424] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:19.035453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:19.035511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:19.100338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:19.100954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:19.101035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:19.101068] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:19.220498] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:19.220673] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:19.220716] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:19.220766] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:19.224059] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: DOWN (p=42.53%)
[2025-11-22T01:28:19.224330] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-11-22T01:28:19.376866] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-11-22T01:28:19.377726] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:19.377782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:19.377841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:19.442791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:19.443373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:19.443450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:19.443483] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:19.545335] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:19.545476] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:19.545518] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:19.545546] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:19.548812] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: UP (p=54.82%)
[2025-11-22T01:28:19.549083] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-11-22T01:28:19.700552] [INFO ] [FORECASTER] Starting predict_future for PINS
[2025-11-22T01:28:19.701465] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:19.701494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:19.701553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:19.767525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:19.768182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:19.768351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:19.768396] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:19.895801] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:19.895958] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:19.896001] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:19.896033] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:19.899917] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: DOWN (p=30.32%)
[2025-11-22T01:28:19.900214] [INFO ] [FORECASTER] Completed predict_future for PINS
[2025-11-22T01:28:20.057906] [INFO ] [FORECASTER] Starting predict_future for PIPR
[2025-11-22T01:28:20.058814] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:20.058844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:20.058900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:20.124863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:20.125494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:20.125578] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:20.125613] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:20.223999] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:20.224159] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:20.224199] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:20.224227] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:20.227565] [DEBUG] [FORECASTER] PIPR: Forecast T+1@11:T+2@11: DOWN (p=25.88%)
[2025-11-22T01:28:20.227873] [INFO ] [FORECASTER] Completed predict_future for PIPR
[2025-11-22T01:28:20.378686] [INFO ] [FORECASTER] Starting predict_future for PJT
[2025-11-22T01:28:20.379530] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:20.379557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:20.379613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:20.444520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:20.445232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:20.445314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:20.445349] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:20.542817] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:20.542975] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:20.543014] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:20.543043] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:20.551222] [DEBUG] [FORECASTER] PJT: Forecast T+1@11:T+2@11: DOWN (p=41.08%)
[2025-11-22T01:28:20.551502] [INFO ] [FORECASTER] Completed predict_future for PJT
[2025-11-22T01:28:20.704438] [INFO ] [FORECASTER] Starting predict_future for PK
[2025-11-22T01:28:20.705346] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:20.705373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:20.705430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:20.770920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:20.771587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:20.771687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:20.771725] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:20.869279] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:20.869413] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:20.869456] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:20.869486] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:20.872931] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: UP (p=55.42%)
[2025-11-22T01:28:20.873216] [INFO ] [FORECASTER] Completed predict_future for PK
[2025-11-22T01:28:21.022848] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-11-22T01:28:21.023708] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:21.023735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:21.023791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:21.087542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:21.088165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:21.088245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:21.088277] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:21.180361] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:21.180478] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:21.180515] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:21.180543] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:21.183638] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: UP (p=76.74%)
[2025-11-22T01:28:21.183925] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-11-22T01:28:21.332246] [INFO ] [FORECASTER] Starting predict_future for PKG
[2025-11-22T01:28:21.333115] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:21.333142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:21.333198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:21.396894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:21.397491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:21.397569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:21.397605] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:21.493279] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:21.493386] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:21.493421] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:21.493468] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:21.496526] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: DOWN (p=18.05%)
[2025-11-22T01:28:21.496807] [INFO ] [FORECASTER] Completed predict_future for PKG
[2025-11-22T01:28:21.646220] [INFO ] [FORECASTER] Starting predict_future for PKST
[2025-11-22T01:28:21.647111] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:21.647144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:21.647218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:21.710828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:21.711415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:21.711496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:21.711528] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:21.803094] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:21.803201] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:21.803236] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:21.803264] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:21.806350] [DEBUG] [FORECASTER] PKST: Forecast T+1@11:T+2@11: DOWN (p=28.05%)
[2025-11-22T01:28:21.806616] [INFO ] [FORECASTER] Completed predict_future for PKST
[2025-11-22T01:28:21.966154] [INFO ] [FORECASTER] Starting predict_future for PKX
[2025-11-22T01:28:21.967326] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:21.967355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:21.967415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:22.037756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:22.039079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:22.039196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:22.039233] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:22.171706] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:22.171994] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:22.172043] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:22.172075] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:22.176428] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: DOWN (p=24.29%)
[2025-11-22T01:28:22.176894] [INFO ] [FORECASTER] Completed predict_future for PKX
[2025-11-22T01:28:22.339676] [INFO ] [FORECASTER] Starting predict_future for PL
[2025-11-22T01:28:22.340700] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:22.340727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:22.340792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:22.407443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:22.408621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:22.408750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:22.408786] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:22.543835] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:22.544085] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:22.544134] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:22.544165] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:22.548249] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: UP (p=84.69%)
[2025-11-22T01:28:22.548586] [INFO ] [FORECASTER] Completed predict_future for PL
[2025-11-22T01:28:22.705692] [INFO ] [FORECASTER] Starting predict_future for PLD
[2025-11-22T01:28:22.706667] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:22.706700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:22.706760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:22.771974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:22.773173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:22.773277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:22.773312] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:22.910376] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:22.910677] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:22.910734] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:22.910769] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:22.916224] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: DOWN (p=3.02%)
[2025-11-22T01:28:22.916806] [INFO ] [FORECASTER] Completed predict_future for PLD
[2025-11-22T01:28:23.073694] [INFO ] [FORECASTER] Starting predict_future for PLNT
[2025-11-22T01:28:23.074552] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:23.074581] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:23.074637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:23.140382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:23.141212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:23.141300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:23.141333] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:23.243708] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:23.243887] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:23.243929] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:23.243959] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:23.247462] [DEBUG] [FORECASTER] PLNT: Forecast T+1@11:T+2@11: DOWN (p=12.05%)
[2025-11-22T01:28:23.247787] [INFO ] [FORECASTER] Completed predict_future for PLNT
[2025-11-22T01:28:23.399850] [INFO ] [FORECASTER] Starting predict_future for PLOW
[2025-11-22T01:28:23.400703] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:23.400730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:23.400787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:23.468892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:23.469830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:23.469934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:23.469969] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:23.581090] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:23.581384] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:23.581430] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:23.581459] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:23.585101] [DEBUG] [FORECASTER] PLOW: Forecast T+1@11:T+2@11: DOWN (p=49.92%)
[2025-11-22T01:28:23.585460] [INFO ] [FORECASTER] Completed predict_future for PLOW
[2025-11-22T01:28:23.748739] [INFO ] [FORECASTER] Starting predict_future for PLYM
[2025-11-22T01:28:23.749670] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:23.749706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:23.749766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:23.819391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:23.820241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:23.820331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:23.820367] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:23.933440] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:23.933608] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:23.933668] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:23.933702] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:23.937242] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: DOWN (p=12.12%)
[2025-11-22T01:28:23.937525] [INFO ] [FORECASTER] Completed predict_future for PLYM
[2025-11-22T01:28:24.134561] [INFO ] [FORECASTER] Starting predict_future for PM
[2025-11-22T01:28:24.135423] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:24.135450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:24.135507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:24.200911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:24.201547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:24.201664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:24.201710] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:24.311110] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:24.311279] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:24.311320] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:24.311348] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:24.314826] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: UP (p=72.99%)
[2025-11-22T01:28:24.315103] [INFO ] [FORECASTER] Completed predict_future for PM
[2025-11-22T01:28:24.465619] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-11-22T01:28:24.466480] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:24.466508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:24.466564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:24.531588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:24.532368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:24.532454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:24.532489] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:24.628109] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:24.628265] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:24.628305] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:24.628335] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:24.631738] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: DOWN (p=11.90%)
[2025-11-22T01:28:24.632055] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-11-22T01:28:24.783901] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-11-22T01:28:24.784797] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:24.784825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:24.784883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:24.854731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:24.855533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:24.855620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:24.855676] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:24.975355] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:24.975531] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:24.975573] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:24.975602] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:24.979051] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: UP (p=79.63%)
[2025-11-22T01:28:24.979349] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-11-22T01:28:25.134494] [INFO ] [FORECASTER] Starting predict_future for PMO
[2025-11-22T01:28:25.135401] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:25.135428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:25.135512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:25.201171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:25.201979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:25.202079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:25.202114] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:25.294278] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:25.294441] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:25.294480] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:25.294508] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:25.297824] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=1.33%)
[2025-11-22T01:28:25.298106] [INFO ] [FORECASTER] Completed predict_future for PMO
[2025-11-22T01:28:25.452340] [INFO ] [FORECASTER] Starting predict_future for PMT
[2025-11-22T01:28:25.453215] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:25.453241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:25.453297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:25.518184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:25.518873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:25.518954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:25.518987] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:25.618933] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:25.619091] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:25.619130] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:25.619158] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:25.622428] [DEBUG] [FORECASTER] PMT: Forecast T+1@11:T+2@11: DOWN (p=5.21%)
[2025-11-22T01:28:25.622722] [INFO ] [FORECASTER] Completed predict_future for PMT
[2025-11-22T01:28:25.775465] [INFO ] [FORECASTER] Starting predict_future for PNC
[2025-11-22T01:28:25.776372] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:25.776402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:25.776461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:25.844102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:25.845030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:25.845119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:25.845154] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:25.950158] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:25.950337] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:25.950378] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:25.950409] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:25.953969] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: DOWN (p=2.48%)
[2025-11-22T01:28:25.954300] [INFO ] [FORECASTER] Completed predict_future for PNC
[2025-11-22T01:28:26.116772] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-11-22T01:28:26.117674] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:26.117705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:26.117763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:26.185085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:26.185744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:26.185826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:26.185862] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:26.282608] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:26.282795] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:26.282835] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:26.282863] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:26.286084] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: UP (p=87.30%)
[2025-11-22T01:28:26.286403] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-11-22T01:28:26.453567] [INFO ] [FORECASTER] Starting predict_future for PNNT
[2025-11-22T01:28:26.454454] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:26.454482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:26.454538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:26.524185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:26.525062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:26.525150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:26.525185] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:26.624322] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:26.624486] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:26.624529] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:26.624560] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:26.628014] [DEBUG] [FORECASTER] PNNT: Forecast T+1@11:T+2@11: DOWN (p=19.41%)
[2025-11-22T01:28:26.628300] [INFO ] [FORECASTER] Completed predict_future for PNNT
[2025-11-22T01:28:26.783398] [INFO ] [FORECASTER] Starting predict_future for PNR
[2025-11-22T01:28:26.784276] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:26.784304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:26.784362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:26.850045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:26.850767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:26.850849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:26.850883] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:26.951369] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:26.951523] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:26.951561] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:26.951598] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:26.955090] [DEBUG] [FORECASTER] PNR: Forecast T+1@11:T+2@11: DOWN (p=15.83%)
[2025-11-22T01:28:26.955373] [INFO ] [FORECASTER] Completed predict_future for PNR
[2025-11-22T01:28:27.113678] [INFO ] [FORECASTER] Starting predict_future for PNW
[2025-11-22T01:28:27.114531] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:27.114560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:27.114630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:27.182159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:27.183080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:27.183173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:27.183209] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:27.283072] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:27.283236] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:27.283275] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:27.283304] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:27.286670] [DEBUG] [FORECASTER] PNW: Forecast T+1@11:T+2@11: DOWN (p=17.29%)
[2025-11-22T01:28:27.286944] [INFO ] [FORECASTER] Completed predict_future for PNW
[2025-11-22T01:28:27.442472] [INFO ] [FORECASTER] Starting predict_future for POR
[2025-11-22T01:28:27.443316] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:27.443343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:27.443400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:27.508625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:27.509295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:27.509378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:27.509429] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:27.611549] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:27.611728] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:27.611771] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:27.611802] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:27.615205] [DEBUG] [FORECASTER] POR: Forecast T+1@11:T+2@11: DOWN (p=22.28%)
[2025-11-22T01:28:27.615484] [INFO ] [FORECASTER] Completed predict_future for POR
[2025-11-22T01:28:27.775297] [INFO ] [FORECASTER] Starting predict_future for POST
[2025-11-22T01:28:27.776192] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:27.776220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:27.776278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:27.843558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:27.844300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:27.844380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:27.844414] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:27.961847] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:27.962003] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:27.962042] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:27.962070] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:27.965331] [DEBUG] [FORECASTER] POST: Forecast T+1@11:T+2@11: DOWN (p=7.14%)
[2025-11-22T01:28:27.965607] [INFO ] [FORECASTER] Completed predict_future for POST
[2025-11-22T01:28:28.120321] [INFO ] [FORECASTER] Starting predict_future for PPG
[2025-11-22T01:28:28.121201] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:28.121231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:28.121290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:28.188771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:28.189425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:28.189507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:28.189543] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:28.295673] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:28.295858] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:28.295898] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:28.295927] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:28.299393] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: DOWN (p=33.73%)
[2025-11-22T01:28:28.299697] [INFO ] [FORECASTER] Completed predict_future for PPG
[2025-11-22T01:28:28.457886] [INFO ] [FORECASTER] Starting predict_future for PPL
[2025-11-22T01:28:28.458750] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:28.458784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:28.458854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:28.524392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:28.525182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:28.525267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:28.525303] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:28.627615] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:28.627818] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:28.627867] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:28.627897] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:28.631337] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: UP (p=93.73%)
[2025-11-22T01:28:28.631629] [INFO ] [FORECASTER] Completed predict_future for PPL
[2025-11-22T01:28:28.789712] [INFO ] [FORECASTER] Starting predict_future for PPT
[2025-11-22T01:28:28.790589] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:28.790618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:28.790697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:28.858817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:28.859627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:28.859730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:28.859771] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:28.962637] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:28.962817] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:28.962860] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:28.962892] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:28.966250] [DEBUG] [FORECASTER] PPT: Forecast T+1@11:T+2@11: DOWN (p=4.77%)
[2025-11-22T01:28:28.966531] [INFO ] [FORECASTER] Completed predict_future for PPT
[2025-11-22T01:28:29.131229] [INFO ] [FORECASTER] Starting predict_future for PR
[2025-11-22T01:28:29.132097] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:29.132125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:29.132182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:29.197013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:29.197778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:29.197864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:29.197897] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:29.299733] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:29.299906] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:29.299947] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:29.299977] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:29.303297] [DEBUG] [FORECASTER] PR: Forecast T+1@11:T+2@11: DOWN (p=10.77%)
[2025-11-22T01:28:29.303586] [INFO ] [FORECASTER] Completed predict_future for PR
[2025-11-22T01:28:29.465067] [INFO ] [FORECASTER] Starting predict_future for PRA
[2025-11-22T01:28:29.465965] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:29.465992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:29.466050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:29.531430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:29.532324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:29.532412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:29.532446] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:29.640735] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:29.641166] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:29.641209] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:29.641238] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:29.644711] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: DOWN (p=7.55%)
[2025-11-22T01:28:29.644994] [INFO ] [FORECASTER] Completed predict_future for PRA
[2025-11-22T01:28:29.801613] [INFO ] [FORECASTER] Starting predict_future for PRG
[2025-11-22T01:28:29.802502] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:29.802529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:29.802586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:29.868437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:29.869318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:29.869412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:29.869446] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:29.969658] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:29.969840] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:29.969881] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:29.969910] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:29.973319] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: DOWN (p=3.54%)
[2025-11-22T01:28:29.973637] [INFO ] [FORECASTER] Completed predict_future for PRG
[2025-11-22T01:28:30.130276] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2025-11-22T01:28:30.131137] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:30.131164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:30.131220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:30.196966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:30.197820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:30.197902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:30.197936] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:30.298577] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:30.298764] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:30.298812] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:30.298847] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:30.302186] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: DOWN (p=1.21%)
[2025-11-22T01:28:30.302459] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2025-11-22T01:28:30.456959] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-11-22T01:28:30.457824] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:30.457854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:30.457915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:30.523061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:30.523777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:30.523858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:30.523891] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:30.624523] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:30.624695] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:30.624743] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:30.624779] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:30.628132] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: UP (p=91.90%)
[2025-11-22T01:28:30.628406] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-11-22T01:28:30.784000] [INFO ] [FORECASTER] Starting predict_future for PRI
[2025-11-22T01:28:30.784855] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:30.784911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:30.784970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:30.851475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:30.852242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:30.852327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:30.852363] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:30.981163] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:30.981325] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:30.981364] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:30.981394] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:30.984716] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: UP (p=88.94%)
[2025-11-22T01:28:30.984990] [INFO ] [FORECASTER] Completed predict_future for PRI
[2025-11-22T01:28:31.137326] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2025-11-22T01:28:31.138225] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:31.138253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:31.138310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:31.203889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:31.204545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:31.204628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:31.204684] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:31.311380] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:31.311545] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:31.311586] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:31.311618] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:31.315090] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: UP (p=78.69%)
[2025-11-22T01:28:31.315404] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2025-11-22T01:28:31.470316] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2025-11-22T01:28:31.471172] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:31.471201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:31.471257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:31.538223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:31.538998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:31.539083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:31.539117] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:31.637096] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:31.637259] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:31.637300] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:31.637332] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:31.640716] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: UP (p=82.77%)
[2025-11-22T01:28:31.641024] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2025-11-22T01:28:31.796299] [INFO ] [FORECASTER] Starting predict_future for PRM
[2025-11-22T01:28:31.797447] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:31.797475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:31.797533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:31.864549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:31.865455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:31.865541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:31.865579] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:31.963355] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:31.963514] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:31.963556] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:31.963587] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:31.968239] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: UP (p=85.88%)
[2025-11-22T01:28:31.968517] [INFO ] [FORECASTER] Completed predict_future for PRM
[2025-11-22T01:28:32.122069] [INFO ] [FORECASTER] Starting predict_future for PRO
[2025-11-22T01:28:32.122926] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:32.122953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:32.123010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:32.188123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:32.188809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:32.188892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:32.188927] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:32.291073] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:32.291250] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:32.291289] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:32.291319] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:32.294617] [DEBUG] [FORECASTER] PRO: Forecast T+1@11:T+2@11: UP (p=95.27%)
[2025-11-22T01:28:32.294907] [INFO ] [FORECASTER] Completed predict_future for PRO
[2025-11-22T01:28:32.454143] [INFO ] [FORECASTER] Starting predict_future for PRT
[2025-11-22T01:28:32.455017] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:32.455045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:32.455103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:32.521356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:32.522266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:32.522354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:32.522387] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:32.621326] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:32.621496] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:32.621542] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:32.621585] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:32.624997] [DEBUG] [FORECASTER] PRT: Forecast T+1@11:T+2@11: UP (p=50.42%)
[2025-11-22T01:28:32.625269] [INFO ] [FORECASTER] Completed predict_future for PRT
[2025-11-22T01:28:32.778173] [INFO ] [FORECASTER] Starting predict_future for PRU
[2025-11-22T01:28:32.779046] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:32.779074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:32.779131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:32.844008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:32.844625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:32.844725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:32.844760] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:32.946561] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:32.946745] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:32.946785] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:32.946814] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:32.950198] [DEBUG] [FORECASTER] PRU: Forecast T+1@11:T+2@11: UP (p=67.31%)
[2025-11-22T01:28:32.950473] [INFO ] [FORECASTER] Completed predict_future for PRU
[2025-11-22T01:28:33.103211] [INFO ] [FORECASTER] Starting predict_future for PSA
[2025-11-22T01:28:33.104087] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:33.104114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:33.104171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:33.168328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:33.169019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:33.169101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:33.169135] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:33.275016] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:33.275172] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:33.275214] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:33.275242] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:33.278500] [DEBUG] [FORECASTER] PSA: Forecast T+1@11:T+2@11: UP (p=71.82%)
[2025-11-22T01:28:33.278795] [INFO ] [FORECASTER] Completed predict_future for PSA
[2025-11-22T01:28:33.434805] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-11-22T01:28:33.435740] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:33.435785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:33.435843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:33.502330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:33.503319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:33.503420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:33.503461] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:33.600696] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:33.600870] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:33.600911] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:33.600941] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:33.604426] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: DOWN (p=3.08%)
[2025-11-22T01:28:33.604743] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-11-22T01:28:33.759801] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2025-11-22T01:28:33.760671] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:33.760701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:33.760757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:33.828005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:33.828828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:33.828917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:33.828952] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:33.932446] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:33.932624] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:33.932687] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:33.932720] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:33.936116] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: UP (p=79.10%)
[2025-11-22T01:28:33.936433] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2025-11-22T01:28:34.091328] [INFO ] [FORECASTER] Starting predict_future for PSN
[2025-11-22T01:28:34.092192] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:34.092221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:34.092279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:34.157702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:34.158397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:34.158477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:34.158511] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:34.262788] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:34.262951] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:34.262990] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:34.263018] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:34.266380] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: DOWN (p=3.70%)
[2025-11-22T01:28:34.266671] [INFO ] [FORECASTER] Completed predict_future for PSN
[2025-11-22T01:28:34.430196] [INFO ] [FORECASTER] Starting predict_future for PSO
[2025-11-22T01:28:34.431058] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:34.431086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:34.431143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:34.497158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:34.497926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:34.498017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:34.498050] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:34.603461] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:34.603692] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:34.603786] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:34.603822] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:34.607369] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: UP (p=58.53%)
[2025-11-22T01:28:34.607749] [INFO ] [FORECASTER] Completed predict_future for PSO
[2025-11-22T01:28:34.766538] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-11-22T01:28:34.767440] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:34.767468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:34.767525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:34.834060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:34.834875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:34.834960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:34.834995] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:34.951210] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:34.951392] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:34.951435] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:34.951465] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:34.955025] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: DOWN (p=28.34%)
[2025-11-22T01:28:34.955313] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-11-22T01:28:35.117210] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2025-11-22T01:28:35.118149] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:35.118177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:35.118237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:35.184801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:35.185725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:35.185813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:35.185847] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:35.291163] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:35.291345] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:35.291386] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:35.291415] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:35.294835] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: DOWN (p=5.55%)
[2025-11-22T01:28:35.295164] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2025-11-22T01:28:35.447724] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2025-11-22T01:28:35.448610] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:35.448659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:35.448722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:35.514558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:35.515300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:35.515381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:35.515415] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:35.620276] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:35.620439] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:35.620479] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:35.620507] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:35.623812] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: UP (p=92.29%)
[2025-11-22T01:28:35.624085] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2025-11-22T01:28:35.779079] [INFO ] [FORECASTER] Starting predict_future for PSX
[2025-11-22T01:28:35.779939] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:35.779967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:35.780040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:35.846292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:35.846976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:35.847072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:35.847110] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:35.951015] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:35.951162] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:35.951200] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:35.951229] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:35.954464] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: DOWN (p=41.86%)
[2025-11-22T01:28:35.954757] [INFO ] [FORECASTER] Completed predict_future for PSX
[2025-11-22T01:28:36.106398] [INFO ] [FORECASTER] Starting predict_future for PTA
[2025-11-22T01:28:36.107286] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:36.107316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:36.107375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:36.173190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:36.173814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:36.173894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:36.173931] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:36.287847] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:36.288028] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:36.288069] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:36.288099] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:36.291558] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: DOWN (p=4.57%)
[2025-11-22T01:28:36.291860] [INFO ] [FORECASTER] Completed predict_future for PTA
[2025-11-22T01:28:36.449136] [INFO ] [FORECASTER] Starting predict_future for PTY
[2025-11-22T01:28:36.449991] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:36.450047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:36.450105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:36.515235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:36.516048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:36.516132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:36.516166] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:36.628481] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:36.628677] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:36.628723] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:36.628753] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:36.632191] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: UP (p=91.26%)
[2025-11-22T01:28:36.632469] [INFO ] [FORECASTER] Completed predict_future for PTY
[2025-11-22T01:28:36.783957] [INFO ] [FORECASTER] Starting predict_future for PUK
[2025-11-22T01:28:36.784832] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:36.784862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:36.784925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:36.851823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:36.852511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:36.852594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:36.852628] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:36.961152] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:36.961320] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:36.961359] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:36.961424] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:36.964731] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: DOWN (p=18.08%)
[2025-11-22T01:28:36.965002] [INFO ] [FORECASTER] Completed predict_future for PUK
[2025-11-22T01:28:37.119669] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2025-11-22T01:28:37.120530] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:37.120561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:37.120620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:37.186934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:37.187560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:37.187658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:37.187695] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:37.295659] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:37.295829] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:37.295878] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:37.295911] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:37.299476] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: DOWN (p=4.34%)
[2025-11-22T01:28:37.299791] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2025-11-22T01:28:37.455940] [INFO ] [FORECASTER] Starting predict_future for PVH
[2025-11-22T01:28:37.456789] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:37.456816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:37.456873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:37.522579] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:37.523280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:37.523363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:37.523398] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:37.628533] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:37.628729] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:37.628772] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:37.628803] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:37.634206] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: UP (p=60.33%)
[2025-11-22T01:28:37.634482] [INFO ] [FORECASTER] Completed predict_future for PVH
[2025-11-22T01:28:37.788290] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-11-22T01:28:37.789184] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:37.789212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:37.789270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:37.853857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:37.854458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:37.854540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:37.854574] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:37.947025] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:37.947177] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:37.947220] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:37.947249] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:37.950479] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: DOWN (p=27.22%)
[2025-11-22T01:28:37.950776] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-11-22T01:28:38.103911] [INFO ] [FORECASTER] Starting predict_future for PWR
[2025-11-22T01:28:38.104770] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:38.104799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:38.104856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:38.168632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:38.169262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:38.169341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:38.169374] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:38.291033] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:38.291175] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:38.291214] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:38.291241] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:38.294502] [DEBUG] [FORECASTER] PWR: Forecast T+1@11:T+2@11: UP (p=82.99%)
[2025-11-22T01:28:38.294790] [INFO ] [FORECASTER] Completed predict_future for PWR
[2025-11-22T01:28:38.446222] [INFO ] [FORECASTER] Starting predict_future for PX
[2025-11-22T01:28:38.447141] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:38.447168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:38.447224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:38.512153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:38.512902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:38.512992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:38.513026] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:38.628892] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:38.629072] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:38.629113] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:38.629143] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:38.632635] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: UP (p=87.42%)
[2025-11-22T01:28:38.632942] [INFO ] [FORECASTER] Completed predict_future for PX
[2025-11-22T01:28:38.786790] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2025-11-22T01:28:38.787704] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:38.787733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:38.787808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:38.853833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:38.854638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:38.854742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:38.854775] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:38.962793] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:38.962994] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:38.963045] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:38.963080] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:38.966431] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: DOWN (p=1.89%)
[2025-11-22T01:28:38.966727] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2025-11-22T01:28:39.137454] [INFO ] [FORECASTER] Starting predict_future for QD
[2025-11-22T01:28:39.138303] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:39.138330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:39.138387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:39.202807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:39.203468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:39.203551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:39.203584] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:39.303998] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:39.304163] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:39.304203] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:39.304253] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:39.307665] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: UP (p=93.92%)
[2025-11-22T01:28:39.307942] [INFO ] [FORECASTER] Completed predict_future for QD
[2025-11-22T01:28:39.465691] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2025-11-22T01:28:39.466521] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:39.466548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:39.466605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:39.533793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:39.534804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:39.534902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:39.534943] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:39.647358] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:39.647528] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:39.647569] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:39.647600] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:39.651069] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: UP (p=51.62%)
[2025-11-22T01:28:39.651342] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2025-11-22T01:28:39.809523] [INFO ] [FORECASTER] Starting predict_future for QS
[2025-11-22T01:28:39.810703] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:39.810733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:39.810795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:39.880033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:39.881184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:39.881292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:39.881329] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:40.031713] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:40.031929] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:40.031974] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:40.032003] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:40.036284] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: UP (p=72.57%)
[2025-11-22T01:28:40.036686] [INFO ] [FORECASTER] Completed predict_future for QS
[2025-11-22T01:28:40.194215] [INFO ] [FORECASTER] Starting predict_future for QSR
[2025-11-22T01:28:40.195114] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:40.195142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:40.195199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:40.261931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:40.262872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:40.262969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:40.263007] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:40.395676] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:40.395874] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:40.395918] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:40.395950] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:40.399568] [DEBUG] [FORECASTER] QSR: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2025-11-22T01:28:40.399887] [INFO ] [FORECASTER] Completed predict_future for QSR
[2025-11-22T01:28:40.559140] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2025-11-22T01:28:40.560042] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:40.560069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:40.560125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:40.625598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:40.626287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:40.626369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:40.626402] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:40.741160] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:40.741335] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:40.741375] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:40.741404] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:40.744777] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: DOWN (p=4.69%)
[2025-11-22T01:28:40.745058] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2025-11-22T01:28:40.899000] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-11-22T01:28:40.899881] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:40.899907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:40.899965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:40.968132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:40.968941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:40.969028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:40.969063] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:41.086003] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:41.086219] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:41.086262] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:41.086291] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:41.090897] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: DOWN (p=18.49%)
[2025-11-22T01:28:41.091185] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-11-22T01:28:41.247557] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2025-11-22T01:28:41.248433] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:41.248461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:41.248517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:41.313265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:41.314152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:41.314243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:41.314278] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:41.427228] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:41.427428] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:41.427478] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:41.427508] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:41.430975] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: DOWN (p=11.01%)
[2025-11-22T01:28:41.431252] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2025-11-22T01:28:41.584712] [INFO ] [FORECASTER] Starting predict_future for QVCD
[2025-11-22T01:28:41.585561] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:41.585589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:41.585665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:41.651591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:41.652455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:41.652546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:41.652580] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:41.761107] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:41.761281] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:41.761322] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:41.761351] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:41.764779] [DEBUG] [FORECASTER] QVCD: Forecast T+1@11:T+2@11: DOWN (p=30.54%)
[2025-11-22T01:28:41.765071] [INFO ] [FORECASTER] Completed predict_future for QVCD
[2025-11-22T01:28:41.918891] [INFO ] [FORECASTER] Starting predict_future for R
[2025-11-22T01:28:41.919760] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:41.919788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:41.919846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:41.987229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:41.988103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:41.988187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:41.988220] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:42.099343] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:42.099546] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:42.099596] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:42.099628] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:42.103113] [DEBUG] [FORECASTER] R: Forecast T+1@11:T+2@11: UP (p=97.02%)
[2025-11-22T01:28:42.103416] [INFO ] [FORECASTER] Completed predict_future for R
[2025-11-22T01:28:42.255730] [INFO ] [FORECASTER] Starting predict_future for RA
[2025-11-22T01:28:42.256557] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:42.256584] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:42.256693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:42.321706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:42.322563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:42.322671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:42.322709] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:42.432910] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:42.433088] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:42.433127] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:42.433156] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:42.436499] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: DOWN (p=15.46%)
[2025-11-22T01:28:42.436794] [INFO ] [FORECASTER] Completed predict_future for RA
[2025-11-22T01:28:42.589271] [INFO ] [FORECASTER] Starting predict_future for RACE
[2025-11-22T01:28:42.590173] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:42.590201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:42.590257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:42.654954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:42.655592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:42.655690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:42.655726] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:42.780292] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:42.780467] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:42.780509] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:42.780539] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:42.783930] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: UP (p=98.42%)
[2025-11-22T01:28:42.784219] [INFO ] [FORECASTER] Completed predict_future for RACE
[2025-11-22T01:28:42.942091] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2025-11-22T01:28:42.943036] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:42.943068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:42.943137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:43.009089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:43.010004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:43.010116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:43.010151] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:43.146546] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:43.146756] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:43.146808] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:43.146846] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:43.150437] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: DOWN (p=34.33%)
[2025-11-22T01:28:43.150783] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2025-11-22T01:28:43.305096] [INFO ] [FORECASTER] Starting predict_future for RBA
[2025-11-22T01:28:43.305957] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:43.305985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:43.306042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:43.371729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:43.372614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:43.372729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:43.372764] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:43.483830] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:43.484011] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:43.484052] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:43.484081] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:43.487629] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: UP (p=52.72%)
[2025-11-22T01:28:43.488058] [INFO ] [FORECASTER] Completed predict_future for RBA
[2025-11-22T01:28:43.649474] [INFO ] [FORECASTER] Starting predict_future for RBC
[2025-11-22T01:28:43.650449] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:43.650487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:43.650554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:43.719704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:43.720567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:43.720672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:43.720711] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:43.835147] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:43.835324] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:43.835369] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:43.835400] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:43.839010] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: DOWN (p=33.33%)
[2025-11-22T01:28:43.839327] [INFO ] [FORECASTER] Completed predict_future for RBC
[2025-11-22T01:28:44.003085] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2025-11-22T01:28:44.003993] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:44.004022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:44.004081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:44.070962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:44.071847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:44.071935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:44.071971] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:44.186693] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:44.186866] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:44.186907] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:44.186937] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:44.190292] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: UP (p=75.72%)
[2025-11-22T01:28:44.190619] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2025-11-22T01:28:44.342235] [INFO ] [FORECASTER] Starting predict_future for RBOT
[2025-11-22T01:28:44.343147] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:44.343174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:44.343229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:44.409750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:44.410615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:44.410722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:44.410759] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:44.507605] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:44.507791] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:44.507833] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:44.507862] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:44.511131] [DEBUG] [FORECASTER] RBOT: Forecast T+1@11:T+2@11: DOWN (p=3.15%)
[2025-11-22T01:28:44.511406] [INFO ] [FORECASTER] Completed predict_future for RBOT
[2025-11-22T01:28:44.659701] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-11-22T01:28:44.660546] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:44.660575] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:44.660632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:44.724804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:44.725395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:44.725474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:44.725507] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:44.830950] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:44.831149] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:44.831201] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:44.831231] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:44.834602] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: DOWN (p=9.40%)
[2025-11-22T01:28:44.834951] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-11-22T01:28:44.985398] [INFO ] [FORECASTER] Starting predict_future for RCI
[2025-11-22T01:28:44.986277] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:44.986305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:44.986361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:45.051330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:45.051943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:45.052023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:45.052057] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:45.160963] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:45.161136] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:45.161176] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:45.161205] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:45.164568] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: DOWN (p=27.65%)
[2025-11-22T01:28:45.164862] [INFO ] [FORECASTER] Completed predict_future for RCI
[2025-11-22T01:28:45.324893] [INFO ] [FORECASTER] Starting predict_future for RCL
[2025-11-22T01:28:45.325910] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:45.325938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:45.325995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:45.393670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:45.394607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:45.394734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:45.394798] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:45.511362] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:45.511574] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:45.511619] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:45.511668] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:45.515249] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: DOWN (p=22.72%)
[2025-11-22T01:28:45.515539] [INFO ] [FORECASTER] Completed predict_future for RCL
[2025-11-22T01:28:45.668292] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-11-22T01:28:45.669202] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:45.669232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:45.669289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:45.733595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:45.734288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:45.734374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:45.734407] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:45.844027] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:45.844191] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:45.844233] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:45.844262] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:45.847573] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: UP (p=86.36%)
[2025-11-22T01:28:45.847869] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-11-22T01:28:45.999287] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2025-11-22T01:28:46.000188] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:46.000215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:46.000270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:46.064563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:46.065206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:46.065287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:46.065320] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:46.178002] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:46.178197] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:46.178238] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:46.178266] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:46.181695] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: UP (p=95.22%)
[2025-11-22T01:28:46.181973] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2025-11-22T01:28:46.331711] [INFO ] [FORECASTER] Starting predict_future for RDN
[2025-11-22T01:28:46.332594] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:46.332621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:46.332700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:46.396534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:46.397498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:46.397592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:46.397626] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:46.519713] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:46.519894] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:46.519936] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:46.519964] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:46.523335] [DEBUG] [FORECASTER] RDN: Forecast T+1@11:T+2@11: DOWN (p=5.01%)
[2025-11-22T01:28:46.523625] [INFO ] [FORECASTER] Completed predict_future for RDN
[2025-11-22T01:28:46.675691] [INFO ] [FORECASTER] Starting predict_future for RDW
[2025-11-22T01:28:46.676548] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:46.676575] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:46.676632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:46.740612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:46.741525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:46.741618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:46.741675] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:46.843625] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:46.843822] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:46.843864] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:46.843893] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:46.847249] [DEBUG] [FORECASTER] RDW: Forecast T+1@11:T+2@11: DOWN (p=1.83%)
[2025-11-22T01:28:46.847538] [INFO ] [FORECASTER] Completed predict_future for RDW
[2025-11-22T01:28:47.002436] [INFO ] [FORECASTER] Starting predict_future for RDY
[2025-11-22T01:28:47.003306] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:47.003335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:47.003392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:47.067348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:47.068073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:47.068153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:47.068188] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:47.180321] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:47.180481] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:47.180521] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:47.180550] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:47.183920] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: UP (p=95.95%)
[2025-11-22T01:28:47.184189] [INFO ] [FORECASTER] Completed predict_future for RDY
[2025-11-22T01:28:47.334784] [INFO ] [FORECASTER] Starting predict_future for RELX
[2025-11-22T01:28:47.335674] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:47.335704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:47.335761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:47.400754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:47.401444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:47.401526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:47.401559] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:47.516460] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:47.516661] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:47.516705] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:47.516734] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:47.520115] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: UP (p=93.46%)
[2025-11-22T01:28:47.520389] [INFO ] [FORECASTER] Completed predict_future for RELX
[2025-11-22T01:28:47.673801] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-11-22T01:28:47.674701] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:47.674730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:47.674787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:47.738818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:47.739444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:47.739525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:47.739558] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:47.853386] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:47.853546] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:47.853585] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:47.853613] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:47.856888] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: UP (p=51.05%)
[2025-11-22T01:28:47.857187] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-11-22T01:28:48.008423] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-11-22T01:28:48.009341] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:48.009430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:48.009517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:48.076299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:48.077268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:48.077358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:48.077392] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:48.191189] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:48.191368] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:48.191410] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:48.191438] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:48.194904] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: DOWN (p=41.21%)
[2025-11-22T01:28:48.195249] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-11-22T01:28:48.351712] [INFO ] [FORECASTER] Starting predict_future for REVG
[2025-11-22T01:28:48.352575] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:48.352602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:48.352679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:48.416967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:48.417676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:48.417760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:48.417793] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:48.539805] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:48.539977] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:48.540017] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:48.540047] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:48.543389] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: DOWN (p=33.88%)
[2025-11-22T01:28:48.543675] [INFO ] [FORECASTER] Completed predict_future for REVG
[2025-11-22T01:28:48.697750] [INFO ] [FORECASTER] Starting predict_future for REX
[2025-11-22T01:28:48.698617] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:48.698670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:48.698729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:48.763370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:48.763993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:48.764073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:48.764107] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:48.875632] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:48.875814] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:48.875855] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:48.875883] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:48.879277] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: UP (p=70.11%)
[2025-11-22T01:28:48.879557] [INFO ] [FORECASTER] Completed predict_future for REX
[2025-11-22T01:28:49.029740] [INFO ] [FORECASTER] Starting predict_future for REXR
[2025-11-22T01:28:49.030586] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:49.030614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:49.030699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:49.094932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:49.095571] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:49.095673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:49.095711] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:49.209617] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:49.209803] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:49.209843] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:49.209871] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:49.215265] [DEBUG] [FORECASTER] REXR: Forecast T+1@11:T+2@11: UP (p=51.05%)
[2025-11-22T01:28:49.215575] [INFO ] [FORECASTER] Completed predict_future for REXR
[2025-11-22T01:28:49.369843] [INFO ] [FORECASTER] Starting predict_future for REZI
[2025-11-22T01:28:49.370787] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:49.370813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:49.370870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:49.439754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:49.440538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:49.440626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:49.440682] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:49.565902] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:49.566069] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:49.566117] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:49.566146] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:49.569875] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: DOWN (p=31.64%)
[2025-11-22T01:28:49.570163] [INFO ] [FORECASTER] Completed predict_future for REZI
[2025-11-22T01:28:49.728981] [INFO ] [FORECASTER] Starting predict_future for RF
[2025-11-22T01:28:49.730128] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:49.730155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:49.730212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:49.799633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:49.800370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:49.800453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:49.800487] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:49.907519] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:49.907710] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:49.907754] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:49.907784] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:49.911300] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: DOWN (p=24.63%)
[2025-11-22T01:28:49.911584] [INFO ] [FORECASTER] Completed predict_future for RF
[2025-11-22T01:28:50.069276] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-11-22T01:28:50.070182] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:50.070211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:50.070268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:50.137680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:50.138414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:50.138500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:50.138535] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:50.234901] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:50.235086] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:50.235129] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:50.235159] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:50.238604] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: UP (p=60.10%)
[2025-11-22T01:28:50.238963] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-11-22T01:28:50.394078] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-11-22T01:28:50.394974] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:50.395001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:50.395058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:50.460738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:50.461408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:50.461495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:50.461530] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:50.569417] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:50.569584] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:50.569624] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:50.569674] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:50.573031] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: DOWN (p=12.22%)
[2025-11-22T01:28:50.573310] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-11-22T01:28:50.723664] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-11-22T01:28:50.724492] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:50.724519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:50.724576] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:50.788774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:50.789488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:50.789574] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:50.789607] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:50.892106] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:50.892264] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:50.892308] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:50.892336] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:50.895622] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: UP (p=95.30%)
[2025-11-22T01:28:50.895918] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-11-22T01:28:51.045297] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-11-22T01:28:51.046161] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:51.046188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:51.046244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:51.111050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:51.111771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:51.111858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:51.111894] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:51.210444] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:51.210607] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:51.210664] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:51.210697] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:51.213954] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: DOWN (p=15.08%)
[2025-11-22T01:28:51.214232] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-11-22T01:28:51.364195] [INFO ] [FORECASTER] Starting predict_future for RGA
[2025-11-22T01:28:51.365048] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:51.365091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:51.365150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:51.429129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:51.429823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:51.429905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:51.429938] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:51.532386] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:51.532546] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:51.532585] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:51.532615] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:51.536082] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: UP (p=70.29%)
[2025-11-22T01:28:51.536373] [INFO ] [FORECASTER] Completed predict_future for RGA
[2025-11-22T01:28:51.688593] [INFO ] [FORECASTER] Starting predict_future for RGR
[2025-11-22T01:28:51.689536] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:51.689565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:51.689628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:51.759053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:51.759856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:51.759949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:51.760002] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:51.865460] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:51.865624] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:51.865686] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:51.865719] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:51.869240] [DEBUG] [FORECASTER] RGR: Forecast T+1@11:T+2@11: UP (p=78.48%)
[2025-11-22T01:28:51.869550] [INFO ] [FORECASTER] Completed predict_future for RGR
[2025-11-22T01:28:52.025342] [INFO ] [FORECASTER] Starting predict_future for RGT
[2025-11-22T01:28:52.026212] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:52.026239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:52.026296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:52.093895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:52.094705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:52.094790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:52.094826] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:52.203103] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:52.203263] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:52.203302] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:52.203332] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:52.206612] [DEBUG] [FORECASTER] RGT: Forecast T+1@11:T+2@11: UP (p=75.51%)
[2025-11-22T01:28:52.206907] [INFO ] [FORECASTER] Completed predict_future for RGT
[2025-11-22T01:28:52.357418] [INFO ] [FORECASTER] Starting predict_future for RH
[2025-11-22T01:28:52.358281] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:52.358307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:52.358365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:52.423667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:52.424309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:52.424393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:52.424428] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:52.526499] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:52.526695] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:52.526757] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:52.526787] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:52.530230] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: UP (p=81.55%)
[2025-11-22T01:28:52.530513] [INFO ] [FORECASTER] Completed predict_future for RH
[2025-11-22T01:28:52.679178] [INFO ] [FORECASTER] Starting predict_future for RHI
[2025-11-22T01:28:52.680063] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:52.680090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:52.680146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:52.745335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:52.745943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:52.746022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:52.746055] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:52.850052] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:52.850177] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:52.850214] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:52.850242] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:52.853371] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: DOWN (p=5.73%)
[2025-11-22T01:28:52.853638] [INFO ] [FORECASTER] Completed predict_future for RHI
[2025-11-22T01:28:53.001497] [INFO ] [FORECASTER] Starting predict_future for RHP
[2025-11-22T01:28:53.002351] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:53.002378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:53.002440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:53.066720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:53.067374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:53.067454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:53.067487] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:53.170428] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:53.170559] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:53.170596] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:53.170624] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:53.173810] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: UP (p=64.68%)
[2025-11-22T01:28:53.174079] [INFO ] [FORECASTER] Completed predict_future for RHP
[2025-11-22T01:28:53.322463] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-11-22T01:28:53.323309] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:53.323337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:53.323394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:53.387882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:53.388696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:53.388779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:53.388814] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:53.490290] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:53.490432] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:53.490471] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:53.490499] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:53.493746] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: DOWN (p=3.29%)
[2025-11-22T01:28:53.494014] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-11-22T01:28:53.643499] [INFO ] [FORECASTER] Starting predict_future for RIO
[2025-11-22T01:28:53.644392] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:53.644419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:53.644527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:53.710326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:53.711191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:53.711284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:53.711320] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:53.813093] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:53.813288] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:53.813334] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:53.813364] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:53.816919] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: DOWN (p=13.15%)
[2025-11-22T01:28:53.817238] [INFO ] [FORECASTER] Completed predict_future for RIO
[2025-11-22T01:28:53.968042] [INFO ] [FORECASTER] Starting predict_future for RITM
[2025-11-22T01:28:53.968939] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:53.968967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:53.969023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:54.034825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:54.035554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:54.035659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:54.035699] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:54.133087] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:54.133241] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:54.133290] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:54.133324] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:54.137025] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: UP (p=90.85%)
[2025-11-22T01:28:54.137348] [INFO ] [FORECASTER] Completed predict_future for RITM
[2025-11-22T01:28:54.291299] [INFO ] [FORECASTER] Starting predict_future for RIV
[2025-11-22T01:28:54.292152] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:54.292179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:54.292240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:54.357426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:54.358146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:54.358230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:54.358264] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:54.456766] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:54.456931] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:54.456970] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:54.457002] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:54.460338] [DEBUG] [FORECASTER] RIV: Forecast T+1@11:T+2@11: DOWN (p=47.91%)
[2025-11-22T01:28:54.460612] [INFO ] [FORECASTER] Completed predict_future for RIV
[2025-11-22T01:28:54.611611] [INFO ] [FORECASTER] Starting predict_future for RJF
[2025-11-22T01:28:54.612461] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:54.612488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:54.612544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:54.677687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:54.678336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:54.678431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:54.678464] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:54.784386] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:54.784529] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:54.784566] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:54.784614] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:54.787889] [DEBUG] [FORECASTER] RJF: Forecast T+1@11:T+2@11: UP (p=93.87%)
[2025-11-22T01:28:54.788184] [INFO ] [FORECASTER] Completed predict_future for RJF
[2025-11-22T01:28:54.937736] [INFO ] [FORECASTER] Starting predict_future for RKT
[2025-11-22T01:28:54.938707] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:54.938740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:54.938800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:55.004903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:55.005504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:55.005589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:55.005624] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:55.110808] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:55.110972] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:55.111014] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:55.111044] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:55.115937] [DEBUG] [FORECASTER] RKT: Forecast T+1@11:T+2@11: UP (p=83.55%)
[2025-11-22T01:28:55.116244] [INFO ] [FORECASTER] Completed predict_future for RKT
[2025-11-22T01:28:55.268893] [INFO ] [FORECASTER] Starting predict_future for RL
[2025-11-22T01:28:55.269809] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:55.269837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:55.269892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:55.335334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:55.336105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:55.336192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:55.336227] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:55.462070] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:55.462256] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:55.462299] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:55.462328] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:55.465839] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: UP (p=89.32%)
[2025-11-22T01:28:55.466129] [INFO ] [FORECASTER] Completed predict_future for RL
[2025-11-22T01:28:55.616167] [INFO ] [FORECASTER] Starting predict_future for RLI
[2025-11-22T01:28:55.617031] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:55.617074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:55.617131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:55.683280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:55.684137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:55.684225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:55.684259] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:55.789835] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:55.790001] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:55.790043] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:55.790073] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:55.793411] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: DOWN (p=24.39%)
[2025-11-22T01:28:55.793729] [INFO ] [FORECASTER] Completed predict_future for RLI
[2025-11-22T01:28:55.944029] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2025-11-22T01:28:55.944897] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:55.944924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:55.944981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:56.010171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:56.011047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:56.011139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:56.011173] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:56.114119] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:56.114290] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:56.114330] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:56.114359] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:56.117732] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: DOWN (p=28.93%)
[2025-11-22T01:28:56.118010] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2025-11-22T01:28:56.268803] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-11-22T01:28:56.269674] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:56.269706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:56.269764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:56.333909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:56.334484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:56.334563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:56.334595] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:56.442069] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:56.442240] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:56.442280] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:56.442310] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:56.445661] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: UP (p=95.10%)
[2025-11-22T01:28:56.445936] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-11-22T01:28:56.597676] [INFO ] [FORECASTER] Starting predict_future for RLX
[2025-11-22T01:28:56.598575] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:56.598602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:56.598682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:56.664484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:56.665268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:56.665357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:56.665394] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:56.762994] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:56.763164] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:56.763204] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:56.763233] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:56.766576] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: DOWN (p=7.85%)
[2025-11-22T01:28:56.766874] [INFO ] [FORECASTER] Completed predict_future for RLX
[2025-11-22T01:28:56.920105] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-11-22T01:28:56.921016] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:56.921045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:56.921102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:56.987512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:56.988241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:56.988329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:56.988364] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:57.088547] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:57.089115] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:57.089160] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:57.089203] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:57.093322] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=96.07%)
[2025-11-22T01:28:57.093599] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-11-22T01:28:57.247724] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2025-11-22T01:28:57.248592] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:57.248619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:57.248696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:57.312972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:57.313604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:57.313707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:57.313744] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:57.414176] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:57.414348] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:57.414392] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:57.414421] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:57.417896] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: UP (p=76.75%)
[2025-11-22T01:28:57.418185] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2025-11-22T01:28:57.570281] [INFO ] [FORECASTER] Starting predict_future for RMD
[2025-11-22T01:28:57.571135] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:57.571162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:57.571219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:57.636763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:57.637404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:57.637500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:57.637538] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:57.742628] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:57.742772] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:57.742808] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:57.742837] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:57.745980] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: DOWN (p=8.98%)
[2025-11-22T01:28:57.746245] [INFO ] [FORECASTER] Completed predict_future for RMD
[2025-11-22T01:28:57.900139] [INFO ] [FORECASTER] Starting predict_future for RMI
[2025-11-22T01:28:57.900987] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:57.901014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:57.901070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:57.966573] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:57.967203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:57.967283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:57.967319] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:58.064230] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:58.064362] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:58.064399] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:58.064428] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:58.067661] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: DOWN (p=43.80%)
[2025-11-22T01:28:58.067942] [INFO ] [FORECASTER] Completed predict_future for RMI
[2025-11-22T01:28:58.219300] [INFO ] [FORECASTER] Starting predict_future for RMM
[2025-11-22T01:28:58.220157] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:58.220186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:58.220242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:58.286419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:58.287081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:58.287161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:58.287193] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:58.385689] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:58.385825] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:58.385862] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:58.385892] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:58.389103] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: UP (p=97.38%)
[2025-11-22T01:28:58.389374] [INFO ] [FORECASTER] Completed predict_future for RMM
[2025-11-22T01:28:58.540663] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-11-22T01:28:58.541604] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:58.541632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:58.541721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:58.607567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:58.608180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:58.608261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:58.608296] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:58.705201] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:58.705336] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:58.705376] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:58.705410] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:58.708698] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: UP (p=86.64%)
[2025-11-22T01:28:58.708976] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-11-22T01:28:58.866053] [INFO ] [FORECASTER] Starting predict_future for RMT
[2025-11-22T01:28:58.866976] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:58.867004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:58.867087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:58.932162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:58.932896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:58.932984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:58.933018] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:59.034045] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:59.034229] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:59.034272] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:59.034302] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:59.037962] [DEBUG] [FORECASTER] RMT: Forecast T+1@11:T+2@11: DOWN (p=16.90%)
[2025-11-22T01:28:59.038265] [INFO ] [FORECASTER] Completed predict_future for RMT
[2025-11-22T01:28:59.193030] [INFO ] [FORECASTER] Starting predict_future for RNG
[2025-11-22T01:28:59.193916] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:59.193943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:59.194035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:59.260167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:59.261069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:59.261159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:59.261194] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:59.412758] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:59.412903] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:59.412944] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:59.412972] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:59.416394] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: UP (p=98.29%)
[2025-11-22T01:28:59.416700] [INFO ] [FORECASTER] Completed predict_future for RNG
[2025-11-22T01:28:59.567533] [INFO ] [FORECASTER] Starting predict_future for RNGR
[2025-11-22T01:28:59.568424] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:59.568452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:59.568507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:59.634709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:59.635424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:59.635510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:59.635544] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:28:59.742442] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:28:59.742619] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:28:59.742678] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:28:59.742710] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:28:59.746037] [DEBUG] [FORECASTER] RNGR: Forecast T+1@11:T+2@11: UP (p=85.02%)
[2025-11-22T01:28:59.746314] [INFO ] [FORECASTER] Completed predict_future for RNGR
[2025-11-22T01:28:59.898979] [INFO ] [FORECASTER] Starting predict_future for RNP
[2025-11-22T01:28:59.899854] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:28:59.899882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:28:59.899940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:28:59.967950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:28:59.968893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:28:59.968983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:28:59.969017] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:00.071391] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:00.071570] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:00.071610] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:00.071663] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:00.075034] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: DOWN (p=49.63%)
[2025-11-22T01:29:00.075328] [INFO ] [FORECASTER] Completed predict_future for RNP
[2025-11-22T01:29:00.226614] [INFO ] [FORECASTER] Starting predict_future for RNR
[2025-11-22T01:29:00.227493] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:00.227520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:00.227575] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:00.291722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:00.292575] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:00.292684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:00.292720] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:00.392237] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:00.392413] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:00.392453] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:00.392482] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:00.398807] [DEBUG] [FORECASTER] RNR: Forecast T+1@11:T+2@11: UP (p=50.38%)
[2025-11-22T01:29:00.399496] [INFO ] [FORECASTER] Completed predict_future for RNR
[2025-11-22T01:29:00.548481] [INFO ] [FORECASTER] Starting predict_future for RNST
[2025-11-22T01:29:00.549336] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:00.549364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:00.549421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:00.614110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:00.614949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:00.615052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:00.615087] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:01.204097] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:01.204225] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:01.204267] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:01.204297] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:01.207674] [DEBUG] [FORECASTER] RNST: Forecast T+1@11:T+2@11: DOWN (p=18.07%)
[2025-11-22T01:29:01.207950] [INFO ] [FORECASTER] Completed predict_future for RNST
[2025-11-22T01:29:01.356883] [INFO ] [FORECASTER] Starting predict_future for ROG
[2025-11-22T01:29:01.357751] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:01.357779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:01.357835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:01.422549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:01.423170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:01.423251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:01.423283] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:01.641633] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:01.641835] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:01.641877] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:01.641906] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:01.645241] [DEBUG] [FORECASTER] ROG: Forecast T+1@11:T+2@11: DOWN (p=37.40%)
[2025-11-22T01:29:01.645521] [INFO ] [FORECASTER] Completed predict_future for ROG
[2025-11-22T01:29:01.802296] [INFO ] [FORECASTER] Starting predict_future for RPM
[2025-11-22T01:29:01.803366] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:01.803393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:01.803449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:01.869120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:01.870039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:01.870127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:01.870161] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:01.991854] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:01.992046] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:01.992088] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:01.992116] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:01.995499] [DEBUG] [FORECASTER] RPM: Forecast T+1@11:T+2@11: UP (p=59.40%)
[2025-11-22T01:29:01.995805] [INFO ] [FORECASTER] Completed predict_future for RPM
[2025-11-22T01:29:02.145147] [INFO ] [FORECASTER] Starting predict_future for RQI
[2025-11-22T01:29:02.146002] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:02.146030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:02.146092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:02.211175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:02.211832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:02.211914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:02.211949] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:02.327088] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:02.327268] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:02.327309] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:02.327338] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:02.330746] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: UP (p=98.85%)
[2025-11-22T01:29:02.331058] [INFO ] [FORECASTER] Completed predict_future for RQI
[2025-11-22T01:29:02.483017] [INFO ] [FORECASTER] Starting predict_future for RRC
[2025-11-22T01:29:02.483908] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:02.483936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:02.483993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:02.548701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:02.549548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:02.549633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:02.549691] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:02.665565] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:02.665778] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:02.665824] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:02.665854] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:02.669412] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: UP (p=51.08%)
[2025-11-22T01:29:02.669754] [INFO ] [FORECASTER] Completed predict_future for RRC
[2025-11-22T01:29:02.826131] [INFO ] [FORECASTER] Starting predict_future for RRX
[2025-11-22T01:29:02.827020] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:02.827074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:02.827136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:02.893591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:02.894524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:02.894675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:02.894715] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:03.021679] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:03.021857] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:03.021898] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:03.021927] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:03.025351] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: UP (p=73.68%)
[2025-11-22T01:29:03.025637] [INFO ] [FORECASTER] Completed predict_future for RRX
[2025-11-22T01:29:03.176851] [INFO ] [FORECASTER] Starting predict_future for RS
[2025-11-22T01:29:03.177753] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:03.177781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:03.177841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:03.243909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:03.244810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:03.244897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:03.244932] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:03.354066] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:03.354237] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:03.354280] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:03.354310] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:03.358178] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: UP (p=63.28%)
[2025-11-22T01:29:03.358489] [INFO ] [FORECASTER] Completed predict_future for RS
[2025-11-22T01:29:03.521635] [INFO ] [FORECASTER] Starting predict_future for RSF
[2025-11-22T01:29:03.522716] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:03.522744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:03.522802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:03.594826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:03.596035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:03.596162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:03.596239] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:03.728545] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:03.728768] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:03.728812] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:03.728842] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:03.732773] [DEBUG] [FORECASTER] RSF: Forecast T+1@11:T+2@11: UP (p=61.87%)
[2025-11-22T01:29:03.733117] [INFO ] [FORECASTER] Completed predict_future for RSF
[2025-11-22T01:29:03.951626] [INFO ] [FORECASTER] Starting predict_future for RSG
[2025-11-22T01:29:03.952967] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:03.953013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:03.953107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:04.045879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:04.047147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:04.047279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:04.047337] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:04.181040] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:04.181246] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:04.181306] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:04.181347] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:04.194855] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: DOWN (p=2.10%)
[2025-11-22T01:29:04.195432] [INFO ] [FORECASTER] Completed predict_future for RSG
[2025-11-22T01:29:04.371933] [INFO ] [FORECASTER] Starting predict_future for RSI
[2025-11-22T01:29:04.373194] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:04.373243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:04.373337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:04.441754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:04.442634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:04.442747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:04.442782] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:04.544742] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:04.544909] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:04.544966] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:04.545016] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:04.548706] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: DOWN (p=17.84%)
[2025-11-22T01:29:04.549002] [INFO ] [FORECASTER] Completed predict_future for RSI
[2025-11-22T01:29:04.708681] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-11-22T01:29:04.709581] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:04.709610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:04.709687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:04.777578] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:04.778402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:04.778492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:04.778540] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:04.873268] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:04.873437] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:04.873487] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:04.873517] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:04.877100] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: DOWN (p=7.84%)
[2025-11-22T01:29:04.877402] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-11-22T01:29:05.036155] [INFO ] [FORECASTER] Starting predict_future for RTO
[2025-11-22T01:29:05.037148] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:05.037177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:05.037235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:05.104830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:05.105625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:05.105742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:05.105778] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:05.208140] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:05.208310] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:05.208353] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:05.208383] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:05.211894] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=48.85%)
[2025-11-22T01:29:05.212183] [INFO ] [FORECASTER] Completed predict_future for RTO
[2025-11-22T01:29:05.369071] [INFO ] [FORECASTER] Starting predict_future for RVLV
[2025-11-22T01:29:05.369974] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:05.370002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:05.370060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:05.437546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:05.438364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:05.438449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:05.438486] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:05.538223] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:05.538389] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:05.538445] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:05.538494] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:05.542030] [DEBUG] [FORECASTER] RVLV: Forecast T+1@11:T+2@11: DOWN (p=29.35%)
[2025-11-22T01:29:05.542321] [INFO ] [FORECASTER] Completed predict_future for RVLV
[2025-11-22T01:29:05.701158] [INFO ] [FORECASTER] Starting predict_future for RVT
[2025-11-22T01:29:05.702037] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:05.702097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:05.702156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:05.767261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:05.767923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:05.768005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:05.768038] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:05.858557] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:05.858703] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:05.858742] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:05.858771] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:05.862050] [DEBUG] [FORECASTER] RVT: Forecast T+1@11:T+2@11: UP (p=54.27%)
[2025-11-22T01:29:05.862316] [INFO ] [FORECASTER] Completed predict_future for RVT
[2025-11-22T01:29:06.014746] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2025-11-22T01:29:06.015777] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:06.015809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:06.015866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:06.084418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:06.085195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:06.085287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:06.085323] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:06.203979] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:06.204166] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:06.204211] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:06.204241] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:06.208007] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: DOWN (p=4.04%)
[2025-11-22T01:29:06.208340] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2025-11-22T01:29:06.366433] [INFO ] [FORECASTER] Starting predict_future for RWT
[2025-11-22T01:29:06.367474] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:06.367504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:06.367561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:06.435127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:06.435937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:06.436024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:06.436059] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:06.554516] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:06.554724] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:06.554768] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:06.554798] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:06.558360] [DEBUG] [FORECASTER] RWT: Forecast T+1@11:T+2@11: UP (p=97.43%)
[2025-11-22T01:29:06.558684] [INFO ] [FORECASTER] Completed predict_future for RWT
[2025-11-22T01:29:06.714527] [INFO ] [FORECASTER] Starting predict_future for RXO
[2025-11-22T01:29:06.715467] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:06.715494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:06.715565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:06.784019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:06.784849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:06.784941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:06.784976] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:06.897740] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:06.897922] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:06.897962] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:06.897991] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:06.902560] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: DOWN (p=36.49%)
[2025-11-22T01:29:06.902936] [INFO ] [FORECASTER] Completed predict_future for RXO
[2025-11-22T01:29:07.063037] [INFO ] [FORECASTER] Starting predict_future for RY
[2025-11-22T01:29:07.063920] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:07.063947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:07.064004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:07.132462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:07.133175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:07.133261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:07.133296] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:07.261196] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:07.261359] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:07.261402] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:07.261432] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:07.265017] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: UP (p=95.49%)
[2025-11-22T01:29:07.265316] [INFO ] [FORECASTER] Completed predict_future for RY
[2025-11-22T01:29:07.422908] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-11-22T01:29:07.423835] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:07.423864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:07.423923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:07.490678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:07.491461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:07.491551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:07.491593] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:07.601835] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:07.602022] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:07.602063] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:07.602093] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:07.605996] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: UP (p=98.41%)
[2025-11-22T01:29:07.606288] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-11-22T01:29:07.765891] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-11-22T01:29:07.766778] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:07.766822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:07.766883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:07.835082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:07.835944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:07.836032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:07.836067] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:07.940161] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:07.940332] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:07.940373] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:07.940403] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:07.943751] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: UP (p=54.06%)
[2025-11-22T01:29:07.944054] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-11-22T01:29:08.103063] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-11-22T01:29:08.104169] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:08.104196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:08.104254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:08.173226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:08.174076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:08.174164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:08.174201] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:08.299711] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:08.299893] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:08.299941] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:08.299985] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:08.303834] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: UP (p=85.24%)
[2025-11-22T01:29:08.304127] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-11-22T01:29:08.460768] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-11-22T01:29:08.461672] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:08.461706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:08.461765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:08.530658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:08.531524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:08.531619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:08.531676] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:08.647470] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:08.647734] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:08.647785] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:08.647816] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:08.651331] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: UP (p=82.16%)
[2025-11-22T01:29:08.651621] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-11-22T01:29:08.859632] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-11-22T01:29:08.860579] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:08.860607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:08.860684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:08.928534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:08.929298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:08.929386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:08.929421] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:09.048282] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:09.048468] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:09.048510] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:09.048541] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:09.052199] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: DOWN (p=10.19%)
[2025-11-22T01:29:09.052491] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-11-22T01:29:09.211618] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-11-22T01:29:09.212748] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:09.212778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:09.212838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:09.283114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:09.283994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:09.284097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:09.284174] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:09.399799] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:09.399976] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:09.400017] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:09.400047] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:09.403789] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: UP (p=56.38%)
[2025-11-22T01:29:09.404085] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-11-22T01:29:09.563191] [INFO ] [FORECASTER] Starting predict_future for S
[2025-11-22T01:29:09.564332] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:09.564360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:09.564430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:09.633593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:09.634373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:09.634460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:09.634495] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:09.758114] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:09.758282] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:09.758323] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:09.758352] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:09.761821] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: DOWN (p=27.94%)
[2025-11-22T01:29:09.762108] [INFO ] [FORECASTER] Completed predict_future for S
[2025-11-22T01:29:09.918726] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-11-22T01:29:09.919625] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:09.919690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:09.919753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:09.987931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:09.988607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:09.988732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:09.988777] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:10.104995] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:10.105166] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:10.105207] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:10.105237] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:10.109003] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: UP (p=93.75%)
[2025-11-22T01:29:10.109300] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-11-22T01:29:10.265952] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-11-22T01:29:10.266857] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:10.266888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:10.266945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:10.336050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:10.336847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:10.336934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:10.336970] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:10.455234] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:10.455423] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:10.455472] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:10.455503] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:10.459053] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: UP (p=78.35%)
[2025-11-22T01:29:10.459336] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-11-22T01:29:10.616073] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-11-22T01:29:10.617019] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:10.617070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:10.617138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:10.685755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:10.686457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:10.686543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:10.686578] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:10.794825] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:10.794992] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:10.795034] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:10.795065] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:10.798580] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: UP (p=75.32%)
[2025-11-22T01:29:10.798881] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-11-22T01:29:10.957448] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-11-22T01:29:10.958357] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:10.958388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:10.958447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:11.027382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:11.028100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:11.028185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:11.028220] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:11.137776] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:11.137944] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:11.138003] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:11.138034] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:11.141332] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: UP (p=93.09%)
[2025-11-22T01:29:11.141609] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-11-22T01:29:11.289339] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-11-22T01:29:11.290197] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:11.290227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:11.290283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:11.354064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:11.354742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:11.354824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:11.354857] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:11.441626] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:11.441806] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:11.441846] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:11.441875] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:11.445145] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: UP (p=94.49%)
[2025-11-22T01:29:11.445419] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-11-22T01:29:11.596871] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-11-22T01:29:11.597845] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:11.597874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:11.597964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:11.666519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:11.667451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:11.667541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:11.667576] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:11.773240] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:11.773421] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:11.773463] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:11.773494] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:11.777011] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: UP (p=97.44%)
[2025-11-22T01:29:11.777365] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-11-22T01:29:11.932189] [INFO ] [FORECASTER] Starting predict_future for SAR
[2025-11-22T01:29:11.933054] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:11.933081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:11.933137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:11.997804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:11.998427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:11.998509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:11.998542] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:12.107896] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:12.108077] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:12.108119] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:12.108149] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:12.111740] [DEBUG] [FORECASTER] SAR: Forecast T+1@11:T+2@11: UP (p=99.61%)
[2025-11-22T01:29:12.112049] [INFO ] [FORECASTER] Completed predict_future for SAR
[2025-11-22T01:29:12.267834] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-11-22T01:29:12.268719] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:12.268752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:12.268828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:12.333509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:12.334410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:12.334501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:12.334534] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:12.447676] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:12.447856] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:12.447897] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:12.447927] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:12.451376] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: DOWN (p=35.52%)
[2025-11-22T01:29:12.451700] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-11-22T01:29:12.608771] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-11-22T01:29:12.609664] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:12.609698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:12.609757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:12.677156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:12.678037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:12.678127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:12.678162] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:12.791691] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:12.791877] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:12.791919] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:12.791948] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:12.795463] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: UP (p=52.84%)
[2025-11-22T01:29:12.795839] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-11-22T01:29:12.949730] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-11-22T01:29:12.950569] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:12.950597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:12.950675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:13.015525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:13.016138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:13.016218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:13.016251] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:13.115526] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:13.115731] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:13.115779] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:13.115811] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:13.119448] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: DOWN (p=38.06%)
[2025-11-22T01:29:13.119830] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-11-22T01:29:13.280414] [INFO ] [FORECASTER] Starting predict_future for SBR
[2025-11-22T01:29:13.281271] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:13.281298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:13.281355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:13.345800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:13.346467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:13.346552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:13.346586] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:13.443700] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:13.443867] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:13.443907] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:13.443957] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:13.447328] [DEBUG] [FORECASTER] SBR: Forecast T+1@11:T+2@11: UP (p=62.56%)
[2025-11-22T01:29:13.447608] [INFO ] [FORECASTER] Completed predict_future for SBR
[2025-11-22T01:29:13.601531] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-11-22T01:29:13.602574] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:13.602603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:13.602686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:13.671258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:13.672230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:13.672318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:13.672355] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:13.784302] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:13.784478] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:13.784518] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:13.784548] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:13.787939] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: DOWN (p=9.68%)
[2025-11-22T01:29:13.788205] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-11-22T01:29:13.940115] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-11-22T01:29:13.941078] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:13.941105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:13.941163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:14.007206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:14.007846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:14.007932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:14.007965] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:14.108196] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:14.108360] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:14.108400] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:14.108429] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:14.111723] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: UP (p=98.75%)
[2025-11-22T01:29:14.111999] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-11-22T01:29:14.263473] [INFO ] [FORECASTER] Starting predict_future for SBSW
[2025-11-22T01:29:14.264359] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:14.264387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:14.264443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:14.329682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:14.330512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:14.330598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:14.330632] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:14.432425] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:14.432574] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:14.432612] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:14.432659] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:14.435961] [DEBUG] [FORECASTER] SBSW: Forecast T+1@11:T+2@11: DOWN (p=4.76%)
[2025-11-22T01:29:14.436234] [INFO ] [FORECASTER] Completed predict_future for SBSW
[2025-11-22T01:29:14.586922] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-11-22T01:29:14.587824] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:14.587851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:14.587908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:14.652466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:14.653067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:14.653147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:14.653181] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:14.760785] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:14.760947] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:14.760987] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:14.761016] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:14.764313] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: UP (p=82.77%)
[2025-11-22T01:29:14.764585] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-11-22T01:29:14.916178] [INFO ] [FORECASTER] Starting predict_future for SCHW
[2025-11-22T01:29:14.917157] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:14.917186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:14.917245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:14.984072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:14.985008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:14.985101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:14.985139] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:15.086423] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:15.086634] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:15.089459] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:15.089494] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:15.093115] [DEBUG] [FORECASTER] SCHW: Forecast T+1@11:T+2@11: UP (p=78.66%)
[2025-11-22T01:29:15.093404] [INFO ] [FORECASTER] Completed predict_future for SCHW
[2025-11-22T01:29:15.245920] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-11-22T01:29:15.246801] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:15.246828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:15.246885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:15.313471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:15.314205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:15.314290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:15.314327] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:15.407327] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:15.407487] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:15.407528] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:15.407559] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:15.411123] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: UP (p=56.27%)
[2025-11-22T01:29:15.411408] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-11-22T01:29:15.572407] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-11-22T01:29:15.573536] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:15.573564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:15.573624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:15.642560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:15.643743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:15.643860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:15.643897] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:15.762457] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:15.762718] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:15.762767] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:15.762825] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:15.766869] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: UP (p=83.45%)
[2025-11-22T01:29:15.767873] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-11-22T01:29:15.922456] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-11-22T01:29:15.923345] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:15.923373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:15.923429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:15.987515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:15.988149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:15.988231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:15.988264] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:16.078355] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:16.078520] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:16.078559] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:16.078587] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:16.082015] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: UP (p=67.52%)
[2025-11-22T01:29:16.082295] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-11-22T01:29:16.233494] [INFO ] [FORECASTER] Starting predict_future for SCS
[2025-11-22T01:29:16.234353] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:16.234380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:16.234437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:16.298960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:16.299722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:16.299808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:16.299842] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:16.388625] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:16.388837] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:16.388877] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:16.388906] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:16.392109] [DEBUG] [FORECASTER] SCS: Forecast T+1@11:T+2@11: DOWN (p=6.62%)
[2025-11-22T01:29:16.392382] [INFO ] [FORECASTER] Completed predict_future for SCS
[2025-11-22T01:29:16.542855] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-11-22T01:29:16.543714] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:16.543742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:16.543798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:16.607884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:16.608478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:16.608557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:16.608590] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:16.692192] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:16.692332] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:16.692371] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:16.692399] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:16.695598] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: UP (p=57.92%)
[2025-11-22T01:29:16.695894] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-11-22T01:29:16.845197] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-11-22T01:29:16.846077] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:16.846104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:16.846162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:16.911043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:16.911914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:16.912000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:16.912034] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:16.994908] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:16.995050] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:16.995089] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:16.995118] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:16.998410] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: DOWN (p=21.69%)
[2025-11-22T01:29:16.998705] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-11-22T01:29:17.150660] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-11-22T01:29:17.151529] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:17.151559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:17.151675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:17.215753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:17.216385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:17.216466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:17.216498] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:17.305423] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:17.305599] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:17.305659] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:17.305692] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:17.309028] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: UP (p=71.04%)
[2025-11-22T01:29:17.309310] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-11-22T01:29:17.459530] [INFO ] [FORECASTER] Starting predict_future for SE
[2025-11-22T01:29:17.460449] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:17.460477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:17.460536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:17.528313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:17.529043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:17.529128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:17.529163] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:17.633133] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:17.633293] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:17.633333] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:17.633362] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:17.636724] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: UP (p=79.04%)
[2025-11-22T01:29:17.637032] [INFO ] [FORECASTER] Completed predict_future for SE
[2025-11-22T01:29:17.788428] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-11-22T01:29:17.789388] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:17.789419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:17.789481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:17.854305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:17.854944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:17.855023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:17.855056] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:17.954755] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:17.954892] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:17.954930] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:17.954961] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:17.958198] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: UP (p=96.73%)
[2025-11-22T01:29:17.958474] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-11-22T01:29:18.116834] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-11-22T01:29:18.117781] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:18.117807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:18.117864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:18.182558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:18.183219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:18.183301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:18.183333] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:18.282463] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:18.282619] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:18.282680] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:18.282711] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:18.286028] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: UP (p=98.51%)
[2025-11-22T01:29:18.286307] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-11-22T01:29:18.441106] [INFO ] [FORECASTER] Starting predict_future for SEMR
[2025-11-22T01:29:18.442294] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:18.442336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:18.442420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:18.517113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:18.517987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:18.518073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:18.518107] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:18.616281] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:18.616441] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:18.616481] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:18.616511] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:18.619793] [DEBUG] [FORECASTER] SEMR: Forecast T+1@11:T+2@11: UP (p=91.70%)
[2025-11-22T01:29:18.620065] [INFO ] [FORECASTER] Completed predict_future for SEMR
[2025-11-22T01:29:18.769946] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-11-22T01:29:18.770796] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:18.770823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:18.770879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:18.838875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:18.839491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:18.839573] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:18.839606] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:18.942943] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:18.943107] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:18.943149] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:18.943178] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:18.946541] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: UP (p=64.78%)
[2025-11-22T01:29:18.946830] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-11-22T01:29:19.098564] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-11-22T01:29:19.099478] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:19.099506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:19.099562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:19.164994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:19.165610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:19.165718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:19.165753] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:19.266982] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:19.267160] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:19.267200] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:19.267230] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:19.270515] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: UP (p=87.68%)
[2025-11-22T01:29:19.270807] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-11-22T01:29:19.420145] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-11-22T01:29:19.421060] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:19.421087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:19.421143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:19.486601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:19.487534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:19.487633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:19.487702] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:19.583978] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:19.584149] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:19.584188] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:19.584218] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:19.587701] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: UP (p=81.19%)
[2025-11-22T01:29:19.588000] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-11-22T01:29:19.755823] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-11-22T01:29:19.756711] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:19.756738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:19.756795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:19.822417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:19.823233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:19.823316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:19.823349] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:19.923278] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:19.923438] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:19.923477] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:19.923506] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:19.926921] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: UP (p=87.26%)
[2025-11-22T01:29:19.927251] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-11-22T01:29:20.078534] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-11-22T01:29:20.079397] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:20.079424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:20.079480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:20.144684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:20.145455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:20.145539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:20.145577] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:20.244435] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:20.244598] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:20.244656] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:20.244690] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:20.248064] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: DOWN (p=3.12%)
[2025-11-22T01:29:20.248354] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-11-22T01:29:20.399465] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-11-22T01:29:20.400317] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:20.400346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:20.400407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:20.466337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:20.467133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:20.467221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:20.467256] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:20.602027] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:20.602531] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:20.602572] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:20.602600] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:20.606212] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=28.52%)
[2025-11-22T01:29:20.606485] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-11-22T01:29:20.762040] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-11-22T01:29:20.762950] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:20.762983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:20.763047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:20.829097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:20.829747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:20.829829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:20.829864] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:20.933969] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:20.934133] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:20.934176] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:20.934205] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:20.937531] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: DOWN (p=3.32%)
[2025-11-22T01:29:20.937826] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-11-22T01:29:21.088878] [INFO ] [FORECASTER] Starting predict_future for SGU
[2025-11-22T01:29:21.089793] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:21.089821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:21.089877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:21.155163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:21.155873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:21.155960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:21.155999] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:21.255312] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:21.255490] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:21.255531] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:21.255561] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:21.258947] [DEBUG] [FORECASTER] SGU: Forecast T+1@11:T+2@11: DOWN (p=11.85%)
[2025-11-22T01:29:21.259226] [INFO ] [FORECASTER] Completed predict_future for SGU
[2025-11-22T01:29:21.410951] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-11-22T01:29:21.411798] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:21.411826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:21.411883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:21.479288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:21.479999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:21.480102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:21.480164] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:21.602284] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:21.602450] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:21.602489] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:21.602517] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:21.605872] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: UP (p=92.09%)
[2025-11-22T01:29:21.606150] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-11-22T01:29:21.763084] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-11-22T01:29:21.763996] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:21.764024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:21.764083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:21.832101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:21.833015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:21.833102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:21.833137] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:21.951175] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:21.951343] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:21.951384] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:21.951413] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:21.954805] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: UP (p=92.78%)
[2025-11-22T01:29:21.955080] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-11-22T01:29:22.113910] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-11-22T01:29:22.114808] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:22.114837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:22.114896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:22.181129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:22.181803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:22.181885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:22.181917] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:22.282660] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:22.282817] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:22.282856] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:22.282885] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:22.286240] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: DOWN (p=1.09%)
[2025-11-22T01:29:22.286523] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-11-22T01:29:22.439220] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-11-22T01:29:22.440105] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:22.440134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:22.440194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:22.507197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:22.507977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:22.508066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:22.508100] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:22.624080] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:22.624269] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:22.624314] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:22.624344] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:22.628344] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: UP (p=60.23%)
[2025-11-22T01:29:22.628662] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-11-22T01:29:22.788942] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-11-22T01:29:22.789939] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:22.790000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:22.790061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:22.859521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:22.860417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:22.860507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:22.860544] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:22.986495] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:22.986684] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:22.986730] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:22.986759] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:22.990271] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: DOWN (p=38.05%)
[2025-11-22T01:29:22.990554] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-11-22T01:29:23.149611] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-11-22T01:29:23.150570] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:23.150598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:23.150673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:23.215919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:23.216842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:23.216925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:23.216959] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:23.315968] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:23.316124] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:23.316163] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:23.316193] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:23.319466] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: DOWN (p=14.50%)
[2025-11-22T01:29:23.319764] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-11-22T01:29:23.467396] [INFO ] [FORECASTER] Starting predict_future for SHW
[2025-11-22T01:29:23.468256] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:23.468285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:23.468341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:23.535611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:23.536269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:23.536348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:23.536381] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:23.667261] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:23.667433] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:23.667475] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:23.667505] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:23.670969] [DEBUG] [FORECASTER] SHW: Forecast T+1@11:T+2@11: DOWN (p=8.86%)
[2025-11-22T01:29:23.671255] [INFO ] [FORECASTER] Completed predict_future for SHW
[2025-11-22T01:29:23.821848] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-11-22T01:29:23.822736] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:23.822763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:23.822820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:23.888005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:23.888868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:23.888952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:23.888990] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:23.990195] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:23.990371] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:23.990411] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:23.990440] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:23.995449] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: DOWN (p=3.64%)
[2025-11-22T01:29:23.995807] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-11-22T01:29:24.148996] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-11-22T01:29:24.149888] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:24.149916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:24.149972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:24.215678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:24.216590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:24.216694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:24.216731] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:24.321827] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:24.321997] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:24.322037] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:24.322067] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:24.325483] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: DOWN (p=49.00%)
[2025-11-22T01:29:24.325780] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-11-22T01:29:24.476460] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-11-22T01:29:24.477355] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:24.477383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:24.477440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:24.544015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:24.544711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:24.544803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:24.544837] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:24.644419] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:24.644554] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:24.644591] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:24.644620] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:24.648088] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: UP (p=54.87%)
[2025-11-22T01:29:24.648389] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-11-22T01:29:24.799008] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-11-22T01:29:24.799858] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:24.799885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:24.799941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:24.866059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:24.866752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:24.866836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:24.866872] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:24.969121] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:24.969257] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:24.969294] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:24.969325] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:24.972533] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: UP (p=63.54%)
[2025-11-22T01:29:24.972825] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-11-22T01:29:25.130482] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-11-22T01:29:25.131341] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:25.131368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:25.131424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:25.198532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:25.199205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:25.199286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:25.199318] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:25.299432] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:25.299606] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:25.299667] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:25.299700] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:25.303242] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: UP (p=67.04%)
[2025-11-22T01:29:25.303542] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-11-22T01:29:25.455713] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-11-22T01:29:25.456584] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:25.456611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:25.456688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:25.522675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:25.523276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:25.523359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:25.523393] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:25.625806] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:25.625922] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:25.625960] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:25.625989] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:25.629181] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: UP (p=98.72%)
[2025-11-22T01:29:25.629452] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-11-22T01:29:25.780839] [INFO ] [FORECASTER] Starting predict_future for SJT
[2025-11-22T01:29:25.781781] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:25.781810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:25.781867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:25.850809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:25.851619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:25.851733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:25.851771] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:25.954556] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:25.954770] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:25.954822] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:25.954856] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:25.958383] [DEBUG] [FORECASTER] SJT: Forecast T+1@11:T+2@11: UP (p=91.00%)
[2025-11-22T01:29:25.958684] [INFO ] [FORECASTER] Completed predict_future for SJT
[2025-11-22T01:29:26.113798] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-11-22T01:29:26.114716] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:26.114746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:26.114805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:26.179710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:26.180305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:26.180415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:26.180449] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:26.290380] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:26.290580] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:26.290624] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:26.290676] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:26.294092] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: UP (p=95.87%)
[2025-11-22T01:29:26.294385] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-11-22T01:29:26.459542] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-11-22T01:29:26.460420] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:26.460448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:26.460504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:26.526254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:26.527130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:26.527219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:26.527256] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:26.651273] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:26.651448] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:26.651500] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:26.651540] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:26.655431] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: DOWN (p=24.00%)
[2025-11-22T01:29:26.655741] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-11-22T01:29:26.804565] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-11-22T01:29:26.805409] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:26.805436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:26.805493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:26.869910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:26.870537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:26.870620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:26.870672] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:26.973778] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:26.973942] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:26.973980] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:26.974010] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:26.977275] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: UP (p=83.88%)
[2025-11-22T01:29:26.977544] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-11-22T01:29:27.129038] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-11-22T01:29:27.129902] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:27.129930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:27.129987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:27.195218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:27.195814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:27.195893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:27.195927] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:27.296457] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:27.296545] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:27.296581] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:27.296611] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:27.299622] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: DOWN (p=24.11%)
[2025-11-22T01:29:27.299899] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-11-22T01:29:27.449571] [INFO ] [FORECASTER] Starting predict_future for SKT
[2025-11-22T01:29:27.450414] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:27.450456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:27.450515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:27.515059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:27.515638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:27.515735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:27.515768] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:27.616611] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:27.616732] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:27.616768] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:27.616796] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:27.619889] [DEBUG] [FORECASTER] SKT: Forecast T+1@11:T+2@11: DOWN (p=35.83%)
[2025-11-22T01:29:27.620160] [INFO ] [FORECASTER] Completed predict_future for SKT
[2025-11-22T01:29:27.773952] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-11-22T01:29:27.774791] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:27.774819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:27.774876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:27.840637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:27.841249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:27.841329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:27.841361] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:27.944607] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:27.944723] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:27.944759] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:27.944786] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:27.947845] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: UP (p=83.03%)
[2025-11-22T01:29:27.948101] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-11-22T01:29:28.098327] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-11-22T01:29:28.099217] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:28.099246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:28.099303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:28.165329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:28.165921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:28.166000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:28.166033] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:28.265060] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:28.265165] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:28.265200] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:28.265229] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:28.268312] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: DOWN (p=43.71%)
[2025-11-22T01:29:28.268571] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-11-22T01:29:28.417367] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-11-22T01:29:28.418232] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:28.418261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:28.418319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:28.486302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:28.487031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:28.487132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:28.487168] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:28.587636] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:28.587763] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:28.587816] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:28.587846] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:28.590948] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-11-22T01:29:28.591211] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-11-22T01:29:28.739810] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-11-22T01:29:28.740693] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:28.740722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:28.740778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:28.805376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:28.805969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:28.806049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:28.806082] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:28.907177] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:28.907281] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:28.907317] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:28.907345] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:28.910392] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: UP (p=71.47%)
[2025-11-22T01:29:28.910672] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-11-22T01:29:29.059693] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-11-22T01:29:29.060511] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:29.060539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:29.060596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:29.125089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:29.125675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:29.125753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:29.125786] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:29.230201] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:29.230344] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:29.230391] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:29.230422] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:29.233676] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: UP (p=84.63%)
[2025-11-22T01:29:29.233941] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-11-22T01:29:29.383693] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-11-22T01:29:29.384548] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:29.384576] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:29.384660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:29.448893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:29.449496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:29.449576] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:29.449609] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:29.550678] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:29.550792] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:29.550828] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:29.550856] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:29.556754] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: UP (p=89.99%)
[2025-11-22T01:29:29.557019] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-11-22T01:29:29.705746] [INFO ] [FORECASTER] Starting predict_future for SLQT
[2025-11-22T01:29:29.706558] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:29.706586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:29.706684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:29.770809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:29.771384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:29.771461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:29.771494] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:29.877792] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:29.877912] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:29.877948] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:29.877975] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:29.881121] [DEBUG] [FORECASTER] SLQT: Forecast T+1@11:T+2@11: UP (p=84.63%)
[2025-11-22T01:29:29.881394] [INFO ] [FORECASTER] Completed predict_future for SLQT
[2025-11-22T01:29:30.033080] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-11-22T01:29:30.033934] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:30.033961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:30.034017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:30.097911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:30.098711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:30.098795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:30.098828] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:30.205027] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:30.205190] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:30.205230] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:30.205260] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:30.208566] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: UP (p=54.01%)
[2025-11-22T01:29:30.208853] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-11-22T01:29:30.357009] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-11-22T01:29:30.357890] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:30.357918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:30.357976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:30.422138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:30.422751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:30.422830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:30.422865] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:30.522577] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:30.522779] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:30.522837] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:30.522880] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:30.526618] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: DOWN (p=9.33%)
[2025-11-22T01:29:30.526955] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-11-22T01:29:30.684428] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-11-22T01:29:30.685306] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:30.685332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:30.685389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:30.749722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:30.750330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:30.750411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:30.750444] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:30.852812] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:30.853012] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:30.853054] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:30.853101] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:30.856518] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: UP (p=56.02%)
[2025-11-22T01:29:30.856821] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-11-22T01:29:31.006683] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-11-22T01:29:31.007536] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:31.007563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:31.007618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:31.072085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:31.072724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:31.072804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:31.072850] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:31.176156] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:31.176313] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:31.176352] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:31.176381] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:31.179690] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: UP (p=82.89%)
[2025-11-22T01:29:31.179960] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-11-22T01:29:31.329581] [INFO ] [FORECASTER] Starting predict_future for SMG
[2025-11-22T01:29:31.330429] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:31.330457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:31.330514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:31.394500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:31.395234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:31.395316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:31.395349] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:31.495884] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:31.496032] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:31.496070] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:31.496099] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:31.499406] [DEBUG] [FORECASTER] SMG: Forecast T+1@11:T+2@11: UP (p=74.35%)
[2025-11-22T01:29:31.499697] [INFO ] [FORECASTER] Completed predict_future for SMG
[2025-11-22T01:29:31.648585] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-11-22T01:29:31.649442] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:31.649472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:31.649529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:31.733091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:31.734118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:31.734250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:31.734288] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:31.830172] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:31.830335] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:31.830378] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:31.830407] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:31.833844] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=28.32%)
[2025-11-22T01:29:31.834124] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-11-22T01:29:31.984882] [INFO ] [FORECASTER] Starting predict_future for SMR
[2025-11-22T01:29:31.985759] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:31.985787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:31.985844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:32.050565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:32.051219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:32.051298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:32.051331] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:32.156802] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:32.156968] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:32.157009] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:32.157039] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:32.160443] [DEBUG] [FORECASTER] SMR: Forecast T+1@11:T+2@11: DOWN (p=2.84%)
[2025-11-22T01:29:32.160746] [INFO ] [FORECASTER] Completed predict_future for SMR
[2025-11-22T01:29:32.312157] [INFO ] [FORECASTER] Starting predict_future for SMRT
[2025-11-22T01:29:32.313008] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:32.313036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:32.313093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:32.385194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:32.385974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:32.386060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:32.386096] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:32.490082] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:32.490281] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:32.490334] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:32.490366] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:32.493868] [DEBUG] [FORECASTER] SMRT: Forecast T+1@11:T+2@11: DOWN (p=5.21%)
[2025-11-22T01:29:32.494145] [INFO ] [FORECASTER] Completed predict_future for SMRT
[2025-11-22T01:29:32.645512] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-11-22T01:29:32.646563] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:32.646600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:32.646697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:32.713327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:32.714114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:32.714199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:32.714236] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:32.819591] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:32.819778] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:32.819818] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:32.819850] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:32.823288] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2025-11-22T01:29:32.823556] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-11-22T01:29:32.974038] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-11-22T01:29:32.974921] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:32.974951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:32.975010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:33.039216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:33.040074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:33.040159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:33.040192] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:33.141887] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:33.142045] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:33.142084] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:33.142132] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:33.145398] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: DOWN (p=5.96%)
[2025-11-22T01:29:33.145683] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-11-22T01:29:33.297671] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-11-22T01:29:33.298493] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:33.298520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:33.298577] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:33.362773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:33.363362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:33.363441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:33.363475] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:33.462066] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:33.462220] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:33.462260] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:33.462289] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:33.465558] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: DOWN (p=38.05%)
[2025-11-22T01:29:33.465849] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-11-22T01:29:33.613796] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-11-22T01:29:33.614621] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:33.614670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:33.614731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:33.678722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:33.679325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:33.679407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:33.679440] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:33.781557] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:33.781734] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:33.781775] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:33.781805] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:33.785117] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: DOWN (p=3.49%)
[2025-11-22T01:29:33.785402] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-11-22T01:29:33.936515] [INFO ] [FORECASTER] Starting predict_future for SNDR
[2025-11-22T01:29:33.937439] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:33.937468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:33.937524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:34.005752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:34.006587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:34.006690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:34.006728] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:34.108286] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:34.108445] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:34.108485] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:34.108513] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:34.111798] [DEBUG] [FORECASTER] SNDR: Forecast T+1@11:T+2@11: DOWN (p=7.08%)
[2025-11-22T01:29:34.112073] [INFO ] [FORECASTER] Completed predict_future for SNDR
[2025-11-22T01:29:34.263479] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-11-22T01:29:34.264349] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:34.264378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:34.264437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:34.331772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:34.332566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:34.332673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:34.332712] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:34.459974] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:34.460139] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:34.460179] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:34.460210] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:34.463574] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: DOWN (p=18.70%)
[2025-11-22T01:29:34.463870] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-11-22T01:29:34.615627] [INFO ] [FORECASTER] Starting predict_future for SNOW
[2025-11-22T01:29:34.616473] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:34.616501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:34.616558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:34.682596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:34.683304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:34.683387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:34.683422] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:34.797169] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:34.797393] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:34.797442] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:34.797475] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:34.801056] [DEBUG] [FORECASTER] SNOW: Forecast T+1@11:T+2@11: DOWN (p=3.21%)
[2025-11-22T01:29:34.801338] [INFO ] [FORECASTER] Completed predict_future for SNOW
[2025-11-22T01:29:34.953185] [INFO ] [FORECASTER] Starting predict_future for SNV
[2025-11-22T01:29:34.954132] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:34.954175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:34.954253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:35.022355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:35.023087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:35.023172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:35.023207] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:35.128575] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:35.128760] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:35.128802] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:35.129214] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:35.133368] [DEBUG] [FORECASTER] SNV: Forecast T+1@11:T+2@11: DOWN (p=49.26%)
[2025-11-22T01:29:35.133709] [INFO ] [FORECASTER] Completed predict_future for SNV
[2025-11-22T01:29:35.288251] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-11-22T01:29:35.289295] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:35.289326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:35.289397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:35.358638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:35.359462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:35.359551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:35.359584] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:35.466441] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:35.466608] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:35.466669] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:35.466703] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:35.470238] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: UP (p=92.91%)
[2025-11-22T01:29:35.470556] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-11-22T01:29:35.625930] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-11-22T01:29:35.626830] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:35.626858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:35.626917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:35.708266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:35.709104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:35.709193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:35.709226] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:35.815863] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:35.816045] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:35.816087] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:35.816118] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:35.819463] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: UP (p=62.63%)
[2025-11-22T01:29:35.819761] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-11-22T01:29:35.969289] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-11-22T01:29:35.970143] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:35.970171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:35.970227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:36.034561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:36.035302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:36.035386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:36.035420] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:36.139989] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:36.140175] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:36.140220] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:36.140250] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:36.143822] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: DOWN (p=11.39%)
[2025-11-22T01:29:36.144124] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-11-22T01:29:36.295200] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-11-22T01:29:36.296066] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:36.296093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:36.296149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:36.362338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:36.363139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:36.363223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:36.363258] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:36.466371] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:36.466553] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:36.466599] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:36.466628] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:36.470122] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: DOWN (p=11.16%)
[2025-11-22T01:29:36.470411] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-11-22T01:29:36.619382] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-11-22T01:29:36.620243] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:36.620275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:36.620334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:36.686110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:36.686944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:36.687033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:36.687084] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:36.788465] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:36.788656] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:36.788701] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:36.788730] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:36.792155] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: DOWN (p=22.67%)
[2025-11-22T01:29:36.792450] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-11-22T01:29:36.942524] [INFO ] [FORECASTER] Starting predict_future for SOL
[2025-11-22T01:29:36.943402] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:36.943430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:36.943488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:37.010146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:37.010942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:37.011029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:37.011064] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:37.110944] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:37.111110] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:37.111151] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:37.111183] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:37.114619] [DEBUG] [FORECASTER] SOL: Forecast T+1@11:T+2@11: DOWN (p=26.41%)
[2025-11-22T01:29:37.114922] [INFO ] [FORECASTER] Completed predict_future for SOL
[2025-11-22T01:29:37.264410] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-11-22T01:29:37.265273] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:37.265302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:37.265362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:37.328591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:37.329321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:37.329437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:37.329472] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:37.451293] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:37.451459] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:37.451500] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:37.451529] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:37.454864] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: DOWN (p=49.48%)
[2025-11-22T01:29:37.455145] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-11-22T01:29:37.604025] [INFO ] [FORECASTER] Starting predict_future for SONY
[2025-11-22T01:29:37.604888] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:37.604915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:37.604977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:37.669005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:37.669831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:37.669914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:37.669948] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:37.775315] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:37.775513] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:37.775571] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:37.775610] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:37.779203] [DEBUG] [FORECASTER] SONY: Forecast T+1@11:T+2@11: DOWN (p=41.91%)
[2025-11-22T01:29:37.779532] [INFO ] [FORECASTER] Completed predict_future for SONY
[2025-11-22T01:29:37.935125] [INFO ] [FORECASTER] Starting predict_future for SOR
[2025-11-22T01:29:37.936101] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:37.936142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:37.936207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:38.003589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:38.004418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:38.004505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:38.004540] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:38.103220] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:38.103400] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:38.103443] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:38.103473] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:38.106976] [DEBUG] [FORECASTER] SOR: Forecast T+1@11:T+2@11: UP (p=92.44%)
[2025-11-22T01:29:38.107275] [INFO ] [FORECASTER] Completed predict_future for SOR
[2025-11-22T01:29:38.260779] [INFO ] [FORECASTER] Starting predict_future for SOS
[2025-11-22T01:29:38.261678] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:38.261710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:38.261768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:38.330474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:38.331289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:38.331380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:38.331415] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:38.433596] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:38.433782] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:38.433824] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:38.433854] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:38.437411] [DEBUG] [FORECASTER] SOS: Forecast T+1@11:T+2@11: DOWN (p=2.57%)
[2025-11-22T01:29:38.437794] [INFO ] [FORECASTER] Completed predict_future for SOS
[2025-11-22T01:29:38.592877] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-11-22T01:29:38.593802] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:38.593829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:38.593887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:38.657848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:38.658567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:38.658680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:38.658718] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:38.794843] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:38.795007] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:38.795048] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:38.795076] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:38.798426] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: DOWN (p=42.46%)
[2025-11-22T01:29:38.798719] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-11-22T01:29:38.948195] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-11-22T01:29:38.949057] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:38.949086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:38.949143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:39.015424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:39.016056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:39.016154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:39.016188] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:39.117006] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:39.117179] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:39.117217] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:39.117247] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:39.120492] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: UP (p=95.90%)
[2025-11-22T01:29:39.120791] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-11-22T01:29:39.270711] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-11-22T01:29:39.271538] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:39.271566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:39.271623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:39.337242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:39.337916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:39.337999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:39.338034] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:39.438065] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:39.438204] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:39.438243] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:39.438274] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:39.441489] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: UP (p=91.64%)
[2025-11-22T01:29:39.441782] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-11-22T01:29:39.591536] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-11-22T01:29:39.592422] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:39.592452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:39.592510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:39.657347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:39.657971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:39.658050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:39.658084] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:39.757868] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:39.757993] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:39.758030] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:39.758058] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:39.761242] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: DOWN (p=4.70%)
[2025-11-22T01:29:39.761514] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-11-22T01:29:39.910766] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-11-22T01:29:39.911777] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:39.911804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:39.911860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:39.977286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:39.977921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:39.978000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:39.978033] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:40.076813] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:40.076981] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:40.077021] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:40.077068] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:40.080369] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: UP (p=60.96%)
[2025-11-22T01:29:40.080660] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-11-22T01:29:40.231133] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-11-22T01:29:40.231989] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:40.232017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:40.232073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:40.296769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:40.297515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:40.297598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:40.297632] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:40.397301] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:40.397438] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:40.397476] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:40.397504] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:40.400697] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: UP (p=97.08%)
[2025-11-22T01:29:40.400967] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-11-22T01:29:40.556109] [INFO ] [FORECASTER] Starting predict_future for SPHR
[2025-11-22T01:29:40.556979] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:40.557007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:40.557095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:40.622371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:40.623013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:40.623094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:40.623128] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:40.724065] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:40.724237] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:40.724278] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:40.724344] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:40.729223] [DEBUG] [FORECASTER] SPHR: Forecast T+1@11:T+2@11: UP (p=79.29%)
[2025-11-22T01:29:40.729505] [INFO ] [FORECASTER] Completed predict_future for SPHR
[2025-11-22T01:29:40.885768] [INFO ] [FORECASTER] Starting predict_future for SPIR
[2025-11-22T01:29:40.886683] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:40.886714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:40.886772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:40.952131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:40.952862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:40.952964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:40.953013] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:41.055424] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:41.055573] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:41.055611] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:41.055658] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:41.058914] [DEBUG] [FORECASTER] SPIR: Forecast T+1@11:T+2@11: DOWN (p=15.91%)
[2025-11-22T01:29:41.059192] [INFO ] [FORECASTER] Completed predict_future for SPIR
[2025-11-22T01:29:41.210733] [INFO ] [FORECASTER] Starting predict_future for SPNT
[2025-11-22T01:29:41.211563] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:41.211591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:41.211670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:41.276174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:41.277031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:41.277145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:41.277199] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:41.395843] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:41.396018] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:41.396058] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:41.396089] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:41.399532] [DEBUG] [FORECASTER] SPNT: Forecast T+1@11:T+2@11: DOWN (p=6.75%)
[2025-11-22T01:29:41.399840] [INFO ] [FORECASTER] Completed predict_future for SPNT
[2025-11-22T01:29:41.551702] [INFO ] [FORECASTER] Starting predict_future for SPOT
[2025-11-22T01:29:41.552600] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:41.552627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:41.552710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:41.618408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:41.619383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:41.619496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:41.619538] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:41.768951] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:41.769108] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:41.769148] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:41.769177] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:41.772528] [DEBUG] [FORECASTER] SPOT: Forecast T+1@11:T+2@11: DOWN (p=32.12%)
[2025-11-22T01:29:41.772823] [INFO ] [FORECASTER] Completed predict_future for SPOT
[2025-11-22T01:29:41.925854] [INFO ] [FORECASTER] Starting predict_future for SPR
[2025-11-22T01:29:41.926708] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:41.926735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:41.926793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:41.992207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:41.993139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:41.993227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:41.993261] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:42.093357] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:42.093529] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:42.093569] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:42.093598] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:42.097136] [DEBUG] [FORECASTER] SPR: Forecast T+1@11:T+2@11: DOWN (p=5.81%)
[2025-11-22T01:29:42.097458] [INFO ] [FORECASTER] Completed predict_future for SPR
[2025-11-22T01:29:42.248035] [INFO ] [FORECASTER] Starting predict_future for SPRU
[2025-11-22T01:29:42.249038] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:42.249066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:42.249122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:42.313895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:42.314740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:42.314825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:42.314858] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:42.414799] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:42.414970] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:42.415011] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:42.415040] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:42.418376] [DEBUG] [FORECASTER] SPRU: Forecast T+1@11:T+2@11: DOWN (p=15.30%)
[2025-11-22T01:29:42.418677] [INFO ] [FORECASTER] Completed predict_future for SPRU
[2025-11-22T01:29:42.570675] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-11-22T01:29:42.571504] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:42.571532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:42.571589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:42.636420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:42.637325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:42.637416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:42.637454] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:42.735278] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:42.735461] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:42.735503] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:42.735532] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:42.739380] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: DOWN (p=33.59%)
[2025-11-22T01:29:42.739713] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-11-22T01:29:42.890521] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-11-22T01:29:42.891395] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:42.891425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:42.891485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:42.956191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:42.957086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:42.957205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:42.957240] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:43.061686] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:43.061881] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:43.061924] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:43.061954] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:43.065320] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: UP (p=58.20%)
[2025-11-22T01:29:43.065619] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-11-22T01:29:43.217489] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-11-22T01:29:43.218391] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:43.218420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:43.218481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:43.284528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:43.285193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:43.285287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:43.285322] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:43.386634] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:43.386830] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:43.386872] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:43.386904] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:43.390406] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: DOWN (p=30.06%)
[2025-11-22T01:29:43.390715] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-11-22T01:29:43.541002] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-11-22T01:29:43.541902] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:43.541932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:43.541991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:43.607659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:43.608312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:43.608405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:43.608440] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:43.708104] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:43.708272] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:43.708314] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:43.708344] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:43.711887] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: UP (p=95.58%)
[2025-11-22T01:29:43.712184] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-11-22T01:29:43.862968] [INFO ] [FORECASTER] Starting predict_future for SR
[2025-11-22T01:29:43.863881] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:43.863911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:43.863970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:43.930498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:43.931326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:43.931414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:43.931448] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:44.029534] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:44.029714] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:44.029756] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:44.029788] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:44.033139] [DEBUG] [FORECASTER] SR: Forecast T+1@11:T+2@11: UP (p=80.36%)
[2025-11-22T01:29:44.033421] [INFO ] [FORECASTER] Completed predict_future for SR
[2025-11-22T01:29:44.185185] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-11-22T01:29:44.186075] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:44.186105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:44.186164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:44.252328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:44.253012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:44.253095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:44.253130] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:44.351720] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:44.351878] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:44.351919] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:44.351949] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:44.355340] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: DOWN (p=39.59%)
[2025-11-22T01:29:44.355626] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-11-22T01:29:44.505762] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-11-22T01:29:44.506605] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:44.506634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:44.506714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:44.572512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:44.573140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:44.573223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:44.573256] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:44.669226] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:44.669387] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:44.669431] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:44.669463] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:44.672898] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: UP (p=72.10%)
[2025-11-22T01:29:44.673186] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-11-22T01:29:44.823895] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-11-22T01:29:44.824779] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:44.824807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:44.824863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:44.889990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:44.890872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:44.890960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:44.890994] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:44.995798] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:44.995970] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:44.996010] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:44.996041] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:44.999331] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: DOWN (p=0.24%)
[2025-11-22T01:29:44.999604] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-11-22T01:29:45.148686] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-11-22T01:29:45.149539] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:45.149588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:45.149671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:45.215235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:45.216077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:45.216162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:45.216195] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:45.319740] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:45.319931] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:45.319971] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:45.320001] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:45.323308] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: DOWN (p=0.68%)
[2025-11-22T01:29:45.323581] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-11-22T01:29:45.473433] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-11-22T01:29:45.474278] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:45.474305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:45.474362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:45.539487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:45.540221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:45.540304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:45.540338] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:45.654291] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:45.654484] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:45.654536] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:45.654572] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:45.658051] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: DOWN (p=28.35%)
[2025-11-22T01:29:45.658335] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-11-22T01:29:45.810562] [INFO ] [FORECASTER] Starting predict_future for SRV
[2025-11-22T01:29:45.811456] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:45.811488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:45.811545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:45.877486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:45.878416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:45.878512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:45.878547] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:45.986978] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:45.987221] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:45.987267] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:45.987299] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:45.990899] [DEBUG] [FORECASTER] SRV: Forecast T+1@11:T+2@11: DOWN (p=47.44%)
[2025-11-22T01:29:45.991219] [INFO ] [FORECASTER] Completed predict_future for SRV
[2025-11-22T01:29:46.146785] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-11-22T01:29:46.147718] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:46.147745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:46.147802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:46.214164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:46.215066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:46.215154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:46.215189] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:46.321053] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:46.321240] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:46.321282] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:46.321312] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:46.326307] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: DOWN (p=16.30%)
[2025-11-22T01:29:46.326597] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-11-22T01:29:46.490140] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-11-22T01:29:46.491035] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:46.491063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:46.491120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:46.555121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:46.556094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:46.556180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:46.556214] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:46.675539] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:46.675722] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:46.675764] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:46.675793] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:46.679145] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: UP (p=74.23%)
[2025-11-22T01:29:46.679427] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-11-22T01:29:46.828156] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-11-22T01:29:46.829043] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:46.829069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:46.829126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:46.893696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:46.894551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:46.894662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:46.894699] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:47.022438] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:47.022617] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:47.022678] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:47.022710] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:47.026127] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: DOWN (p=38.41%)
[2025-11-22T01:29:47.026408] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-11-22T01:29:47.176551] [INFO ] [FORECASTER] Starting predict_future for SST
[2025-11-22T01:29:47.177455] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:47.177488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:47.177545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:47.242563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:47.243432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:47.243516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:47.243551] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:47.362171] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:47.362354] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:47.362395] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:47.362424] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:47.365849] [DEBUG] [FORECASTER] SST: Forecast T+1@11:T+2@11: DOWN (p=44.54%)
[2025-11-22T01:29:47.366147] [INFO ] [FORECASTER] Completed predict_future for SST
[2025-11-22T01:29:47.521518] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-11-22T01:29:47.522447] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:47.522487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:47.522559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:47.590905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:47.591610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:47.591715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:47.591751] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:47.715299] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:47.715462] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:47.715502] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:47.715532] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:47.719196] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: UP (p=90.14%)
[2025-11-22T01:29:47.719494] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-11-22T01:29:47.874734] [INFO ] [FORECASTER] Starting predict_future for ST
[2025-11-22T01:29:47.875676] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:47.875709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:47.875767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:47.944248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:47.944998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:47.945111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:47.945162] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:48.070212] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:48.070383] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:48.070426] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:48.070455] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:48.074228] [DEBUG] [FORECASTER] ST: Forecast T+1@11:T+2@11: UP (p=84.56%)
[2025-11-22T01:29:48.074527] [INFO ] [FORECASTER] Completed predict_future for ST
[2025-11-22T01:29:48.227544] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-11-22T01:29:48.228615] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:48.228666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:48.228728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:48.296181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:48.296868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:48.296953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:48.296988] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:48.400807] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:48.400989] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:48.401050] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:48.401082] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:48.404684] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: UP (p=90.73%)
[2025-11-22T01:29:48.404982] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-11-22T01:29:48.555736] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-11-22T01:29:48.556576] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:48.556606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:48.556683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:48.623257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:48.624162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:48.624287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:48.624322] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:48.743312] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:48.743486] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:48.743527] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:48.743556] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:48.746961] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: DOWN (p=31.41%)
[2025-11-22T01:29:48.747282] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-11-22T01:29:48.898480] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-11-22T01:29:48.899366] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:48.899395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:48.899454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:48.963794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:48.964485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:48.964571] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:48.964604] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:49.086970] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:49.087162] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:49.087205] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:49.087236] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:49.090811] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: DOWN (p=7.41%)
[2025-11-22T01:29:49.091114] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-11-22T01:29:49.244921] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-11-22T01:29:49.245788] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:49.245815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:49.245871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:49.311615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:49.312480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:49.312571] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:49.312605] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:49.431992] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:49.432172] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:49.432213] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:49.432243] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:49.435735] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: UP (p=84.77%)
[2025-11-22T01:29:49.436059] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-11-22T01:29:49.587318] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-11-22T01:29:49.588180] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:49.588208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:49.588281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:49.652790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:49.653467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:49.653549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:49.653582] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:49.757938] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:49.758098] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:49.758137] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:49.758167] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:49.761483] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: DOWN (p=30.30%)
[2025-11-22T01:29:49.761783] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-11-22T01:29:49.912050] [INFO ] [FORECASTER] Starting predict_future for STEW
[2025-11-22T01:29:49.912919] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:49.912947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:49.913003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:49.977505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:49.978159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:49.978239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:49.978272] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:50.081909] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:50.082078] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:50.082117] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:50.082145] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:50.085499] [DEBUG] [FORECASTER] STEW: Forecast T+1@11:T+2@11: UP (p=52.23%)
[2025-11-22T01:29:50.085817] [INFO ] [FORECASTER] Completed predict_future for STEW
[2025-11-22T01:29:50.235403] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-11-22T01:29:50.236279] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:50.236307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:50.236363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:50.301263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:50.302004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:50.302086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:50.302122] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:50.402817] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:50.402979] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:50.403017] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:50.403046] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:50.406409] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: DOWN (p=18.59%)
[2025-11-22T01:29:50.406718] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-11-22T01:29:50.557229] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-11-22T01:29:50.558085] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:50.558113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:50.558170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:50.623106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:50.623894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:50.623976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:50.624010] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:50.723779] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:50.723947] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:50.723988] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:50.724039] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:50.727333] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: UP (p=97.67%)
[2025-11-22T01:29:50.727625] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-11-22T01:29:50.880152] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-11-22T01:29:50.881034] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:50.881064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:50.881121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:50.946134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:50.946909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:50.946991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:50.947025] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:51.047241] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:51.047394] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:51.047433] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:51.047462] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:51.050711] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: UP (p=56.68%)
[2025-11-22T01:29:51.050977] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-11-22T01:29:51.200432] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-11-22T01:29:51.201309] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:51.201336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:51.201394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:51.266639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:51.267735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:51.267829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:51.267863] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:51.368652] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:51.368823] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:51.368866] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:51.368894] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:51.372353] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: DOWN (p=34.68%)
[2025-11-22T01:29:51.372633] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-11-22T01:29:51.522252] [INFO ] [FORECASTER] Starting predict_future for STNG
[2025-11-22T01:29:51.523141] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:51.523168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:51.523225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:51.589248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:51.590068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:51.590156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:51.590191] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:51.718667] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:51.718938] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:51.718981] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:51.719010] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:51.722547] [DEBUG] [FORECASTER] STNG: Forecast T+1@11:T+2@11: DOWN (p=36.23%)
[2025-11-22T01:29:51.722854] [INFO ] [FORECASTER] Completed predict_future for STNG
[2025-11-22T01:29:51.876634] [INFO ] [FORECASTER] Starting predict_future for STRV
[2025-11-22T01:29:51.877564] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:51.877591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:51.877680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:51.942622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:51.943370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:51.943459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:51.943493] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:52.061085] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:52.061252] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:52.061292] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:52.061856] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:52.065595] [DEBUG] [FORECASTER] STRV: Forecast T+1@11:T+2@11: UP (p=54.84%)
[2025-11-22T01:29:52.065897] [INFO ] [FORECASTER] Completed predict_future for STRV
[2025-11-22T01:29:52.258971] [INFO ] [FORECASTER] Starting predict_future for STT
[2025-11-22T01:29:52.259858] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:52.259893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:52.259958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:52.326568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:52.327478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:52.327566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:52.327601] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:52.446264] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:52.446431] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:52.446471] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:52.446500] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:52.449888] [DEBUG] [FORECASTER] STT: Forecast T+1@11:T+2@11: UP (p=93.22%)
[2025-11-22T01:29:52.450161] [INFO ] [FORECASTER] Completed predict_future for STT
[2025-11-22T01:29:52.600864] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-11-22T01:29:52.601758] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:52.601787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:52.601848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:52.668113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:52.669009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:52.669091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:52.669125] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:52.791403] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:52.791560] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:52.791598] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:52.791627] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:52.794959] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: DOWN (p=31.11%)
[2025-11-22T01:29:52.795240] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-11-22T01:29:52.947190] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-11-22T01:29:52.948071] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:52.948098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:52.948154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:53.015569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:53.016479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:53.016568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:53.016603] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:53.133348] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:53.133500] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:53.133545] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:53.133595] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:53.136872] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: UP (p=73.31%)
[2025-11-22T01:29:53.137171] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-11-22T01:29:53.287276] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-11-22T01:29:53.288188] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:53.288215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:53.288272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:53.354289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:53.355075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:53.355164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:53.355201] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:53.472675] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:53.472862] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:53.472905] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:53.472934] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:53.476514] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: UP (p=67.95%)
[2025-11-22T01:29:53.476836] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-11-22T01:29:53.632189] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-11-22T01:29:53.633071] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:53.633099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:53.633156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:53.699195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:53.700089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:53.700185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:53.700221] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:53.812938] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:53.813117] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:53.813157] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:53.813187] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:53.816635] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: UP (p=80.33%)
[2025-11-22T01:29:53.816957] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-11-22T01:29:53.969230] [INFO ] [FORECASTER] Starting predict_future for STXK
[2025-11-22T01:29:53.970130] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:53.970158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:53.970215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:54.037462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:54.038398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:54.038489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:54.038525] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:54.149995] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:54.150168] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:54.150208] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:54.150237] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:54.153571] [DEBUG] [FORECASTER] STXK: Forecast T+1@11:T+2@11: DOWN (p=11.25%)
[2025-11-22T01:29:54.153868] [INFO ] [FORECASTER] Completed predict_future for STXK
[2025-11-22T01:29:54.305558] [INFO ] [FORECASTER] Starting predict_future for STXT
[2025-11-22T01:29:54.306430] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:54.306459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:54.306515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:54.371930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:54.372876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:54.373050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:54.373086] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:54.469224] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:54.469387] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:54.469427] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:54.469456] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:54.472759] [DEBUG] [FORECASTER] STXT: Forecast T+1@11:T+2@11: DOWN (p=5.35%)
[2025-11-22T01:29:54.473031] [INFO ] [FORECASTER] Completed predict_future for STXT
[2025-11-22T01:29:54.621611] [INFO ] [FORECASTER] Starting predict_future for STXV
[2025-11-22T01:29:54.622473] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:54.622501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:54.622558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:54.687191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:54.687825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:54.687905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:54.687938] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:54.781284] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:54.781428] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:54.781466] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:54.781496] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:54.784740] [DEBUG] [FORECASTER] STXV: Forecast T+1@11:T+2@11: DOWN (p=44.42%)
[2025-11-22T01:29:54.785015] [INFO ] [FORECASTER] Completed predict_future for STXV
[2025-11-22T01:29:54.935593] [INFO ] [FORECASTER] Starting predict_future for STZ
[2025-11-22T01:29:54.936471] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:54.936501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:54.936559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:55.003843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:55.004450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:55.004532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:55.004566] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:55.110224] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:55.110391] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:55.110432] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:55.110461] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:55.113737] [DEBUG] [FORECASTER] STZ: Forecast T+1@11:T+2@11: UP (p=89.16%)
[2025-11-22T01:29:55.114011] [INFO ] [FORECASTER] Completed predict_future for STZ
[2025-11-22T01:29:55.266200] [INFO ] [FORECASTER] Starting predict_future for SU
[2025-11-22T01:29:55.267072] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:55.267102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:55.267165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:55.332210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:55.332896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:55.332977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:55.333011] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:55.434713] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:55.434885] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:55.434924] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:55.434955] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:55.438310] [DEBUG] [FORECASTER] SU: Forecast T+1@11:T+2@11: UP (p=91.03%)
[2025-11-22T01:29:55.438592] [INFO ] [FORECASTER] Completed predict_future for SU
[2025-11-22T01:29:55.594111] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-11-22T01:29:55.595469] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:55.595506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:55.595591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:55.698206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:55.699418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:55.699541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:55.699593] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:55.835993] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:55.836194] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:55.836259] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:55.836309] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:55.841701] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: DOWN (p=16.39%)
[2025-11-22T01:29:55.842220] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-11-22T01:29:56.078934] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-11-22T01:29:56.080106] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:56.080144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:56.080228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:56.176745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:56.177924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:56.178039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:56.178083] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:56.317820] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:56.318012] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:56.318061] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:56.318095] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:56.321985] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: DOWN (p=10.63%)
[2025-11-22T01:29:56.322341] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-11-22T01:29:56.496741] [INFO ] [FORECASTER] Starting predict_future for SUPV
[2025-11-22T01:29:56.497750] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:56.497783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:56.497841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:56.564515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:56.565443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:56.565535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:56.565570] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:56.685053] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:56.685587] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:56.685633] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:56.685687] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:56.689450] [DEBUG] [FORECASTER] SUPV: Forecast T+1@11:T+2@11: DOWN (p=1.59%)
[2025-11-22T01:29:56.689806] [INFO ] [FORECASTER] Completed predict_future for SUPV
[2025-11-22T01:29:56.848302] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-11-22T01:29:56.849242] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:56.849273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:56.849331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:56.916240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:56.917194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:56.917311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:56.917348] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:57.020731] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:57.020894] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:57.020935] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:57.020965] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:57.024546] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: UP (p=74.30%)
[2025-11-22T01:29:57.024906] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-11-22T01:29:57.181694] [INFO ] [FORECASTER] Starting predict_future for SVV
[2025-11-22T01:29:57.182537] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:57.182565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:57.182621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:57.248858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:57.249570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:57.249671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:57.249710] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:57.347472] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:57.347655] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:57.347698] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:57.347726] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:57.351132] [DEBUG] [FORECASTER] SVV: Forecast T+1@11:T+2@11: DOWN (p=26.72%)
[2025-11-22T01:29:57.351405] [INFO ] [FORECASTER] Completed predict_future for SVV
[2025-11-22T01:29:57.504367] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-11-22T01:29:57.505293] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:57.505321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:57.505377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:57.570478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:57.571210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:57.571291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:57.571324] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:57.670359] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:57.670519] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:57.670558] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:57.670588] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:57.674014] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: UP (p=95.03%)
[2025-11-22T01:29:57.674293] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-11-22T01:29:57.828415] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-11-22T01:29:57.829359] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:57.829387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:57.829444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:57.894992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:57.895956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:57.896043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:57.896079] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:58.003951] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:58.004119] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:58.004163] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:58.004192] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:58.009206] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: DOWN (p=20.83%)
[2025-11-22T01:29:58.009687] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-11-22T01:29:58.160924] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-11-22T01:29:58.161785] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:58.161814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:58.161871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:58.237207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:58.238117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:58.238204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:58.238241] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:58.340226] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:58.340391] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:58.340442] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:58.340479] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:58.343966] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: DOWN (p=18.77%)
[2025-11-22T01:29:58.344267] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-11-22T01:29:58.494696] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-11-22T01:29:58.495574] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:58.495602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:58.495680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:58.561170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:58.562059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:58.562147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:58.562180] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:58.679075] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:58.679227] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:58.679266] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:58.679295] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:58.682765] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: DOWN (p=38.46%)
[2025-11-22T01:29:58.683040] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-11-22T01:29:58.834416] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-11-22T01:29:58.835268] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:58.835295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:58.835353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:58.900288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:58.900986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:58.901072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:58.901106] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:59.000101] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:59.000268] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:59.000307] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:59.000337] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:59.003603] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: UP (p=69.92%)
[2025-11-22T01:29:59.003933] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-11-22T01:29:59.155173] [INFO ] [FORECASTER] Starting predict_future for SXT
[2025-11-22T01:29:59.156062] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:59.156090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:59.156148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:59.222541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:59.223283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:59.223366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:59.223415] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:59.319353] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:59.319518] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:59.319559] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:59.319589] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:59.323055] [DEBUG] [FORECASTER] SXT: Forecast T+1@11:T+2@11: UP (p=68.87%)
[2025-11-22T01:29:59.323345] [INFO ] [FORECASTER] Completed predict_future for SXT
[2025-11-22T01:29:59.475391] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-11-22T01:29:59.476281] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:59.476308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:59.476365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:59.544159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:59.545024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:59.545113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:59.545150] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:59.644457] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:59.644624] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:59.644685] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:59.644716] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:59.648118] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: UP (p=93.96%)
[2025-11-22T01:29:59.648390] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-11-22T01:29:59.799216] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-11-22T01:29:59.800108] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:29:59.800135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:29:59.800192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:29:59.868167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:29:59.868924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:29:59.869021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:29:59.869055] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:29:59.990658] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:29:59.990802] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:29:59.990842] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:29:59.990870] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:29:59.994187] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: DOWN (p=3.92%)
[2025-11-22T01:29:59.994469] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-11-22T01:30:00.148442] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-11-22T01:30:00.149343] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:00.149372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:00.149432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:00.220122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:00.220796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:00.220894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:00.220937] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:00.312292] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:00.312443] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:00.312481] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:00.312510] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:00.315802] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: DOWN (p=29.41%)
[2025-11-22T01:30:00.316075] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-11-22T01:30:00.468633] [INFO ] [FORECASTER] Starting predict_future for T
[2025-11-22T01:30:00.469579] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:00.469607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:00.469689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:00.537087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:00.537743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:00.537827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:00.537862] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:01.332463] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:01.332611] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:01.332671] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:01.332704] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:01.336433] [DEBUG] [FORECASTER] T: Forecast T+1@11:T+2@11: DOWN (p=15.74%)
[2025-11-22T01:30:01.336728] [INFO ] [FORECASTER] Completed predict_future for T
[2025-11-22T01:30:01.493792] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-11-22T01:30:01.494971] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:01.495012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:01.495092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:01.560299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:01.561197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:01.561285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:01.561319] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:01.685239] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:01.685410] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:01.685451] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:01.685480] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:01.688877] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=98.69%)
[2025-11-22T01:30:01.689171] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-11-22T01:30:01.850770] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-11-22T01:30:01.851729] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:01.851767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:01.851830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:01.922403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:01.923381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:01.923481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:01.923517] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:02.032477] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:02.032678] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:02.032722] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:02.032751] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:02.036588] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: DOWN (p=35.03%)
[2025-11-22T01:30:02.036956] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-11-22T01:30:02.198436] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-11-22T01:30:02.199331] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:02.199358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:02.199415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:02.264106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:02.265010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:02.265098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:02.265132] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:02.366012] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:02.366180] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:02.366223] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:02.366252] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:02.369721] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: DOWN (p=32.37%)
[2025-11-22T01:30:02.370035] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-11-22T01:30:02.522792] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-11-22T01:30:02.523636] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:02.523686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:02.523744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:02.588230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:02.589085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:02.589172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:02.589206] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:02.694260] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:02.694438] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:02.694480] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:02.694509] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:02.698036] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: UP (p=91.62%)
[2025-11-22T01:30:02.698348] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-11-22T01:30:02.853843] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-11-22T01:30:02.854737] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:02.854766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:02.854823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:02.920722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:02.921551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:02.921680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:02.921720] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:03.022931] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:03.023100] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:03.023143] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:03.023173] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:03.026689] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: UP (p=91.64%)
[2025-11-22T01:30:03.027019] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-11-22T01:30:03.186367] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-11-22T01:30:03.187356] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:03.187421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:03.187492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:03.253883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:03.254817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:03.254907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:03.254941] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:03.352210] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:03.352394] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:03.352435] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:03.352464] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:03.355879] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: DOWN (p=29.98%)
[2025-11-22T01:30:03.356188] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-11-22T01:30:03.512268] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-11-22T01:30:03.513146] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:03.513174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:03.513230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:03.592950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:03.593859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:03.593950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:03.593986] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:03.702107] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:03.702283] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:03.702325] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:03.702356] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:03.706219] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: DOWN (p=14.20%)
[2025-11-22T01:30:03.706752] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-11-22T01:30:03.873054] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2025-11-22T01:30:03.873951] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:03.873981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:03.874040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:03.940773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:03.941376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:03.941458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:03.941491] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:04.042109] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:04.042257] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:04.042298] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:04.042332] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:04.045716] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: DOWN (p=17.05%)
[2025-11-22T01:30:04.046005] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2025-11-22T01:30:04.200223] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-11-22T01:30:04.201097] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:04.201125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:04.201182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:04.268947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:04.269589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:04.269689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:04.269727] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:04.363717] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:04.363857] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:04.363901] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:04.363933] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:04.368289] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: DOWN (p=25.47%)
[2025-11-22T01:30:04.368557] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-11-22T01:30:04.521819] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-11-22T01:30:04.522678] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:04.522710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:04.522768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:04.590949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:04.591692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:04.591776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:04.591810] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:04.718978] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:04.719187] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:04.719231] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:04.719260] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:04.722726] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: UP (p=84.86%)
[2025-11-22T01:30:04.723024] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-11-22T01:30:04.874564] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-11-22T01:30:04.875479] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:04.875508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:04.875568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:04.941985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:04.942894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:04.942995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:04.943031] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:05.051703] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:05.051896] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:05.051955] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:05.051989] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:05.056080] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: UP (p=95.93%)
[2025-11-22T01:30:05.056399] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-11-22T01:30:05.239609] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-11-22T01:30:05.240696] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:05.240748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:05.240818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:05.323512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:05.324490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:05.324579] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:05.324615] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:05.431164] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:05.431338] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:05.431380] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:05.431410] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:05.434765] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: DOWN (p=27.94%)
[2025-11-22T01:30:05.435062] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-11-22T01:30:05.595053] [INFO ] [FORECASTER] Starting predict_future for TDOC
[2025-11-22T01:30:05.595925] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:05.595953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:05.596011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:05.660838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:05.661739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:05.661826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:05.661859] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:05.768518] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:05.768717] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:05.768762] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:05.768791] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:05.772455] [DEBUG] [FORECASTER] TDOC: Forecast T+1@11:T+2@11: UP (p=68.15%)
[2025-11-22T01:30:05.772868] [INFO ] [FORECASTER] Completed predict_future for TDOC
[2025-11-22T01:30:05.945347] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-11-22T01:30:05.946237] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:05.946281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:05.946340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:06.011610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:06.012405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:06.012489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:06.012528] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:06.105382] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:06.105517] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:06.105566] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:06.105600] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:06.108951] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: UP (p=84.27%)
[2025-11-22T01:30:06.109251] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-11-22T01:30:06.264223] [INFO ] [FORECASTER] Starting predict_future for TDW
[2025-11-22T01:30:06.265156] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:06.265184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:06.265240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:06.331724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:06.332687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:06.332778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:06.332813] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:06.450337] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:06.450524] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:06.450567] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:06.450597] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:06.454477] [DEBUG] [FORECASTER] TDW: Forecast T+1@11:T+2@11: DOWN (p=3.86%)
[2025-11-22T01:30:06.454965] [INFO ] [FORECASTER] Completed predict_future for TDW
[2025-11-22T01:30:06.611973] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-11-22T01:30:06.612834] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:06.612861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:06.612920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:06.676924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:06.677678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:06.677761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:06.677795] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:06.794379] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:06.794557] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:06.794605] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:06.794634] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:06.798527] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=6.51%)
[2025-11-22T01:30:06.798841] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-11-22T01:30:06.956455] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-11-22T01:30:06.957386] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:06.957415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:06.957472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:07.026774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:07.027927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:07.028023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:07.028057] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:07.146821] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:07.146996] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:07.147079] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:07.147115] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:07.150895] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: UP (p=57.67%)
[2025-11-22T01:30:07.151219] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-11-22T01:30:07.330757] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-11-22T01:30:07.331607] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:07.331635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:07.331718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:07.396703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:07.397594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:07.397727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:07.397766] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:07.522359] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:07.522532] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:07.522574] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:07.522603] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:07.526001] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: UP (p=64.69%)
[2025-11-22T01:30:07.526276] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-11-22T01:30:07.676168] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-11-22T01:30:07.677033] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:07.677090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:07.677153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:07.741565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:07.742195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:07.742276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:07.742309] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:07.870553] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:07.870733] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:07.870774] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:07.870803] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:07.874163] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: UP (p=59.45%)
[2025-11-22T01:30:07.874440] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-11-22T01:30:08.027995] [INFO ] [FORECASTER] Starting predict_future for TEL
[2025-11-22T01:30:08.028877] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:08.028906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:08.028962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:08.094300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:08.094970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:08.095052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:08.095086] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:08.218007] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:08.218184] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:08.218226] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:08.218255] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:08.221613] [DEBUG] [FORECASTER] TEL: Forecast T+1@11:T+2@11: UP (p=98.24%)
[2025-11-22T01:30:08.221913] [INFO ] [FORECASTER] Completed predict_future for TEL
[2025-11-22T01:30:08.372510] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-11-22T01:30:08.373374] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:08.373400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:08.373474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:08.438536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:08.439409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:08.439491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:08.439525] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:08.555995] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:08.556155] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:08.556195] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:08.556224] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:08.559920] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: UP (p=82.96%)
[2025-11-22T01:30:08.560196] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-11-22T01:30:08.712742] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-11-22T01:30:08.713586] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:08.713614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:08.713698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:08.779034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:08.779942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:08.780043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:08.780084] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:08.907427] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:08.907635] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:08.907699] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:08.907728] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:08.911733] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: DOWN (p=16.16%)
[2025-11-22T01:30:08.912028] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-11-22T01:30:09.069167] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-11-22T01:30:09.070239] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:09.070307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:09.070369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:09.137511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:09.138682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:09.138784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:09.138819] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:09.280453] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:09.280801] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:09.280850] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:09.280880] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:09.284713] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: UP (p=85.04%)
[2025-11-22T01:30:09.285038] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-11-22T01:30:09.441108] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-11-22T01:30:09.442014] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:09.442041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:09.442098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:09.506887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:09.507509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:09.507591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:09.507624] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:09.642451] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:09.642610] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:09.642671] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:09.642724] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:09.646094] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: DOWN (p=42.29%)
[2025-11-22T01:30:09.646376] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-11-22T01:30:09.798204] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-11-22T01:30:09.799098] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:09.799132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:09.799198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:09.868231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:09.868961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:09.869064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:09.869109] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:09.999511] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:09.999677] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:09.999719] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:09.999750] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:10.003144] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: UP (p=98.74%)
[2025-11-22T01:30:10.003622] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-11-22T01:30:10.156683] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-11-22T01:30:10.157570] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:10.157597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:10.157679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:10.223942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:10.224697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:10.224784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:10.224820] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:10.352452] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:10.352621] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:10.352679] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:10.352711] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:10.358789] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: UP (p=92.64%)
[2025-11-22T01:30:10.359067] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-11-22T01:30:10.513687] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-11-22T01:30:10.514718] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:10.514745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:10.514805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:10.581106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:10.582293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:10.582404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:10.582437] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:10.742141] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:10.742461] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:10.742517] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:10.742550] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:10.746850] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: DOWN (p=20.38%)
[2025-11-22T01:30:10.747233] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-11-22T01:30:10.907276] [INFO ] [FORECASTER] Starting predict_future for TFX
[2025-11-22T01:30:10.908305] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:10.908332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:10.908391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:10.974711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:10.975897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:10.976007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:10.976041] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:11.108271] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:11.108527] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:11.108573] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:11.108603] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:11.112550] [DEBUG] [FORECASTER] TFX: Forecast T+1@11:T+2@11: UP (p=78.89%)
[2025-11-22T01:30:11.112906] [INFO ] [FORECASTER] Completed predict_future for TFX
[2025-11-22T01:30:11.269241] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-11-22T01:30:11.270429] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:11.270457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:11.270516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:11.337320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:11.338543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:11.338670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:11.338709] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:11.468161] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:11.468413] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:11.468469] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:11.468511] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:11.472829] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: UP (p=51.22%)
[2025-11-22T01:30:11.473183] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-11-22T01:30:11.632001] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-11-22T01:30:11.633059] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:11.633086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:11.633144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:11.702980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:11.704224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:11.704330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:11.704367] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:11.837790] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:11.838065] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:11.838116] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:11.838155] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:11.842178] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: DOWN (p=12.09%)
[2025-11-22T01:30:11.842507] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-11-22T01:30:12.000871] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-11-22T01:30:12.002008] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:12.002041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:12.002102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:12.069762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:12.070925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:12.071035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:12.071074] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:12.199945] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:12.200185] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:12.200232] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:12.200321] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:12.204374] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: UP (p=65.91%)
[2025-11-22T01:30:12.204788] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-11-22T01:30:12.362080] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-11-22T01:30:12.363063] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:12.363093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:12.363151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:12.428846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:12.430048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:12.430156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:12.430192] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:12.566024] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:12.566312] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:12.566364] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:12.566396] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:12.570439] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: UP (p=81.75%)
[2025-11-22T01:30:12.570787] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-11-22T01:30:12.731839] [INFO ] [FORECASTER] Starting predict_future for TGT
[2025-11-22T01:30:12.732842] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:12.732869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:12.732929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:12.801887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:12.803031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:12.803135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:12.803171] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:12.930681] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:12.930931] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:12.930979] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:12.931009] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:12.935793] [DEBUG] [FORECASTER] TGT: Forecast T+1@11:T+2@11: UP (p=82.83%)
[2025-11-22T01:30:12.936207] [INFO ] [FORECASTER] Completed predict_future for TGT
[2025-11-22T01:30:13.093892] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-11-22T01:30:13.094889] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:13.094917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:13.094977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:13.163759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:13.164988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:13.165092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:13.165128] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:13.295863] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:13.296104] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:13.296153] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:13.296185] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:13.303972] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: UP (p=76.78%)
[2025-11-22T01:30:13.304318] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-11-22T01:30:13.460543] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-11-22T01:30:13.461681] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:13.461715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:13.461778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:13.531023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:13.532230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:13.532340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:13.532377] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:13.654341] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:13.654593] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:13.654659] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:13.654692] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:13.658760] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: UP (p=95.37%)
[2025-11-22T01:30:13.659097] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-11-22T01:30:13.813254] [INFO ] [FORECASTER] Starting predict_future for THLV
[2025-11-22T01:30:13.814316] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:13.814343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:13.814401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:13.879795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:13.880798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:13.880893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:13.880929] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:13.975399] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:13.975580] [INFO ] [FORECASTER] Trained on 344 historical samples with 26 features
[2025-11-22T01:30:13.975622] [INFO ] [FORECASTER] Stored all 346 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:13.975671] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:13.979199] [DEBUG] [FORECASTER] THLV: Forecast T+1@11:T+2@11: DOWN (p=3.06%)
[2025-11-22T01:30:13.979498] [INFO ] [FORECASTER] Completed predict_future for THLV
[2025-11-22T01:30:14.134846] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-11-22T01:30:14.135958] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:14.135986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:14.136048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:14.202663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:14.203863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:14.203968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:14.204004] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:14.338849] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:14.339121] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:14.339174] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:14.339213] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:14.343767] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: DOWN (p=13.82%)
[2025-11-22T01:30:14.344269] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-11-22T01:30:14.512194] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-11-22T01:30:14.513251] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:14.513280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:14.513342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:14.578950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:14.580152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:14.580255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:14.580289] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:14.711794] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:14.712017] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:14.712061] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:14.712091] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:14.716088] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: DOWN (p=31.35%)
[2025-11-22T01:30:14.716406] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-11-22T01:30:14.869221] [INFO ] [FORECASTER] Starting predict_future for THR
[2025-11-22T01:30:14.870219] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:14.870248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:14.870306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:14.935249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:14.935972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:14.936067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:14.936100] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:15.060445] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:15.060703] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:15.060750] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:15.060779] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:15.064664] [DEBUG] [FORECASTER] THR: Forecast T+1@11:T+2@11: UP (p=92.89%)
[2025-11-22T01:30:15.064979] [INFO ] [FORECASTER] Completed predict_future for THR
[2025-11-22T01:30:15.221581] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-11-22T01:30:15.222561] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:15.222621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:15.222705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:15.287217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:15.288123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:15.288218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:15.288252] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:15.408732] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:15.408966] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:15.409011] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:15.409040] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:15.412948] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: DOWN (p=1.17%)
[2025-11-22T01:30:15.413268] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-11-22T01:30:15.566917] [INFO ] [FORECASTER] Starting predict_future for THW
[2025-11-22T01:30:15.567949] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:15.567977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:15.568037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:15.633249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:15.634041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:15.634134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:15.634168] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:15.752155] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:15.752393] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:15.752438] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:15.752468] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:15.756294] [DEBUG] [FORECASTER] THW: Forecast T+1@11:T+2@11: DOWN (p=40.40%)
[2025-11-22T01:30:15.756611] [INFO ] [FORECASTER] Completed predict_future for THW
[2025-11-22T01:30:15.924961] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-11-22T01:30:15.926020] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:15.926050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:15.926110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:15.998950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:16.000190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:16.000331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:16.000369] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:16.135222] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:16.135481] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:16.135539] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:16.135577] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:16.140768] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: DOWN (p=38.30%)
[2025-11-22T01:30:16.141208] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-11-22T01:30:16.302615] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-11-22T01:30:16.303725] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:16.303756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:16.303815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:16.370781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:16.371818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:16.371920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:16.371956] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:16.496437] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:16.496688] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:16.496737] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:16.496767] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:16.502455] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: DOWN (p=23.19%)
[2025-11-22T01:30:16.502846] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-11-22T01:30:16.657606] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-11-22T01:30:16.658559] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:16.658587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:16.658665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:16.726420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:16.727417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:16.727512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:16.727547] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:16.856253] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:16.856454] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:16.856496] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:16.856524] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:16.859958] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: UP (p=82.38%)
[2025-11-22T01:30:16.860244] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-11-22T01:30:17.012611] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-11-22T01:30:17.013474] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:17.013501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:17.013557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:17.081640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:17.082562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:17.082674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:17.082715] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:17.206716] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:17.206900] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:17.206949] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:17.206983] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:17.210729] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: UP (p=99.55%)
[2025-11-22T01:30:17.211053] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-11-22T01:30:17.393286] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-11-22T01:30:17.394508] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:17.394553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:17.394665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:17.485926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:17.486828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:17.486921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:17.486958] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:17.600810] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:17.600980] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:17.601022] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:17.601052] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:17.604627] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: DOWN (p=26.71%)
[2025-11-22T01:30:17.604937] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-11-22T01:30:17.757017] [INFO ] [FORECASTER] Starting predict_future for TKR
[2025-11-22T01:30:17.757914] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:17.757942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:17.757998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:17.824704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:17.825527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:17.825617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:17.825674] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:17.946671] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:17.946849] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:17.946890] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:17.946919] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:17.950300] [DEBUG] [FORECASTER] TKR: Forecast T+1@11:T+2@11: DOWN (p=8.11%)
[2025-11-22T01:30:17.950586] [INFO ] [FORECASTER] Completed predict_future for TKR
[2025-11-22T01:30:18.104380] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-11-22T01:30:18.105389] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:18.105417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:18.105476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:18.170561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:18.171586] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:18.171705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:18.171744] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:18.301959] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:18.302203] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:18.302250] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:18.302281] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:18.306280] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: UP (p=96.95%)
[2025-11-22T01:30:18.306621] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-11-22T01:30:18.461425] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-11-22T01:30:18.462463] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:18.462492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:18.462555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:18.528093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:18.529183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:18.529280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:18.529341] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:18.664556] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:18.664815] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:18.664861] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:18.664891] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:18.668868] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-11-22T01:30:18.669185] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-11-22T01:30:18.824384] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-11-22T01:30:18.825436] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:18.825467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:18.825527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:18.891582] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:18.892731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:18.892848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:18.892885] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:19.025469] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:19.025721] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:19.025770] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:19.025800] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:19.029957] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: DOWN (p=8.52%)
[2025-11-22T01:30:19.030358] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-11-22T01:30:19.190067] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-11-22T01:30:19.191082] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:19.191112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:19.191173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:19.259996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:19.261159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:19.261257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:19.261290] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:19.389089] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:19.389325] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:19.389371] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:19.389402] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:19.393321] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: DOWN (p=26.99%)
[2025-11-22T01:30:19.393679] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-11-22T01:30:19.551772] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-11-22T01:30:19.552817] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:19.552845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:19.552904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:19.631855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:19.633069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:19.633180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:19.633216] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:19.788546] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:19.788811] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:19.788858] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:19.788889] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:19.792714] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: UP (p=53.48%)
[2025-11-22T01:30:19.793048] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-11-22T01:30:19.945781] [INFO ] [FORECASTER] Starting predict_future for TMO
[2025-11-22T01:30:19.946791] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:19.946820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:19.946881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:20.012914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:20.013986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:20.014085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:20.014125] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:20.146863] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:20.147153] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:20.147205] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:20.147237] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:20.151202] [DEBUG] [FORECASTER] TMO: Forecast T+1@11:T+2@11: DOWN (p=6.20%)
[2025-11-22T01:30:20.151569] [INFO ] [FORECASTER] Completed predict_future for TMO
[2025-11-22T01:30:20.307479] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-11-22T01:30:20.308473] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:20.308502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:20.308566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:20.374077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:20.375078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:20.375180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:20.375214] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:20.500066] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:20.500309] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:20.500356] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:20.500387] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:20.504248] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: DOWN (p=31.72%)
[2025-11-22T01:30:20.504569] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-11-22T01:30:20.659341] [INFO ] [FORECASTER] Starting predict_future for TNET
[2025-11-22T01:30:20.660346] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:20.660373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:20.660432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:20.725724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:20.726667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:20.726765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:20.726800] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:20.864971] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:20.865200] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:20.865244] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:20.865276] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:20.869134] [DEBUG] [FORECASTER] TNET: Forecast T+1@11:T+2@11: DOWN (p=5.82%)
[2025-11-22T01:30:20.869443] [INFO ] [FORECASTER] Completed predict_future for TNET
[2025-11-22T01:30:21.025802] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-11-22T01:30:21.026840] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:21.026869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:21.026935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:21.093457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:21.094580] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:21.094699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:21.094738] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:21.256382] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:21.256613] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:21.256682] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:21.256722] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:21.260832] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: DOWN (p=1.34%)
[2025-11-22T01:30:21.261196] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-11-22T01:30:21.417143] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-11-22T01:30:21.418156] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:21.418223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:21.418292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:21.485338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:21.486330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:21.486427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:21.486464] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:21.618759] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:21.619000] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:21.619047] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:21.619078] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:21.622911] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: DOWN (p=9.05%)
[2025-11-22T01:30:21.623236] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-11-22T01:30:21.784110] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-11-22T01:30:21.785189] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:21.785219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:21.785280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:21.861639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:21.862976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:21.863093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:21.863139] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:21.993630] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:21.993878] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:21.993923] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:21.993954] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:21.997697] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: UP (p=91.53%)
[2025-11-22T01:30:21.998007] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-11-22T01:30:22.155522] [INFO ] [FORECASTER] Starting predict_future for TOST
[2025-11-22T01:30:22.156472] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:22.156501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:22.156560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:22.223453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:22.224476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:22.224580] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:22.224616] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:22.352390] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:22.352627] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:22.352694] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:22.352725] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:22.356479] [DEBUG] [FORECASTER] TOST: Forecast T+1@11:T+2@11: UP (p=95.92%)
[2025-11-22T01:30:22.356811] [INFO ] [FORECASTER] Completed predict_future for TOST
[2025-11-22T01:30:22.514466] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-11-22T01:30:22.515577] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:22.515604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:22.515689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:22.580141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:22.581213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:22.581315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:22.581352] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:22.709263] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:22.709529] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:22.709597] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:22.709668] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:22.716081] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: UP (p=93.94%)
[2025-11-22T01:30:22.716515] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-11-22T01:30:22.871630] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-11-22T01:30:22.872877] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:22.872917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:22.872979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:22.940453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:22.941565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:22.941680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:22.941718] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:23.069043] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:23.069275] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:23.069320] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:23.069350] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:23.073341] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: UP (p=80.27%)
[2025-11-22T01:30:23.073685] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-11-22T01:30:23.237804] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-11-22T01:30:23.238787] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:23.238815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:23.238874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:23.305221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:23.306222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:23.306319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:23.306355] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:23.433932] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:23.434166] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:23.434213] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:23.434243] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:23.438169] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: UP (p=89.76%)
[2025-11-22T01:30:23.438505] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-11-22T01:30:23.592070] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-11-22T01:30:23.593079] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:23.593107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:23.593167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:23.660357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:23.661530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:23.661631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:23.661692] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:23.793489] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:23.793800] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:23.793848] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:23.793879] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:23.798390] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: UP (p=93.08%)
[2025-11-22T01:30:23.798909] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-11-22T01:30:23.957140] [INFO ] [FORECASTER] Starting predict_future for TPR
[2025-11-22T01:30:23.958177] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:23.958209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:23.958274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:24.024967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:24.026131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:24.026241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:24.026274] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:24.168857] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:24.169133] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:24.169180] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:24.169219] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:24.173060] [DEBUG] [FORECASTER] TPR: Forecast T+1@11:T+2@11: UP (p=99.27%)
[2025-11-22T01:30:24.173367] [INFO ] [FORECASTER] Completed predict_future for TPR
[2025-11-22T01:30:24.329000] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-11-22T01:30:24.330001] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:24.330029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:24.330088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:24.397463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:24.398510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:24.398612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:24.398668] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:24.539455] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:24.539717] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:24.539765] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:24.539799] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:24.544223] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: DOWN (p=28.55%)
[2025-11-22T01:30:24.544663] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-11-22T01:30:24.709504] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-11-22T01:30:24.710685] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:24.710716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:24.710781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:24.779464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:24.780665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:24.780766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:24.780800] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:24.916427] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:24.916896] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:24.916942] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:24.916973] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:24.921129] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: UP (p=93.06%)
[2025-11-22T01:30:24.921579] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-11-22T01:30:25.084982] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-11-22T01:30:25.085971] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:25.086023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:25.086086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:25.151795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:25.152806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:25.152902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:25.152936] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:25.278809] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:25.279048] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:25.279094] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:25.279125] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:25.283090] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: UP (p=50.78%)
[2025-11-22T01:30:25.283422] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-11-22T01:30:25.441568] [INFO ] [FORECASTER] Starting predict_future for TR
[2025-11-22T01:30:25.442588] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:25.442629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:25.442730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:25.509777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:25.510924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:25.511027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:25.511062] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:25.643716] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:25.643959] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:25.644005] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:25.644036] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:25.647992] [DEBUG] [FORECASTER] TR: Forecast T+1@11:T+2@11: UP (p=93.48%)
[2025-11-22T01:30:25.648331] [INFO ] [FORECASTER] Completed predict_future for TR
[2025-11-22T01:30:25.806432] [INFO ] [FORECASTER] Starting predict_future for TRAK
[2025-11-22T01:30:25.807474] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:25.807504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:25.807563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:25.873283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:25.874344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:25.874444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:25.874480] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:25.998761] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:25.998996] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:25.999042] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:25.999075] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:26.002908] [DEBUG] [FORECASTER] TRAK: Forecast T+1@11:T+2@11: DOWN (p=1.07%)
[2025-11-22T01:30:26.003249] [INFO ] [FORECASTER] Completed predict_future for TRAK
[2025-11-22T01:30:26.161450] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-11-22T01:30:26.162489] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:26.162517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:26.162578] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:26.229119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:26.230300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:26.230403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:26.230438] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:26.351151] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:26.351394] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:26.351469] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:26.351501] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:26.355411] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: UP (p=70.71%)
[2025-11-22T01:30:26.355757] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-11-22T01:30:26.510675] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-11-22T01:30:26.511623] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:26.511673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:26.511734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:26.576967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:26.578043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:26.578140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:26.578174] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:26.712805] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:26.713040] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:26.713085] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:26.713115] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:26.717189] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: DOWN (p=36.16%)
[2025-11-22T01:30:26.717510] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-11-22T01:30:26.878178] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-11-22T01:30:26.879228] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:26.879256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:26.879315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:26.948258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:26.949415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:26.949534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:26.949578] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:27.073292] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:27.073539] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:27.073586] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:27.073616] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:27.077521] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: DOWN (p=6.61%)
[2025-11-22T01:30:27.077855] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-11-22T01:30:27.237191] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-11-22T01:30:27.238157] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:27.238186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:27.238245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:27.303901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:27.305064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:27.305175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:27.305211] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:27.438714] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:27.438958] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:27.439007] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:27.439038] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:27.443173] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: UP (p=96.30%)
[2025-11-22T01:30:27.443563] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-11-22T01:30:27.605123] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-11-22T01:30:27.606072] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:27.606138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:27.606219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:27.672432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:27.673704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:27.673819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:27.673854] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:27.808736] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:27.808978] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:27.809024] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:27.809052] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:27.812975] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: UP (p=71.20%)
[2025-11-22T01:30:27.813309] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-11-22T01:30:27.976976] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-11-22T01:30:27.978000] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:27.978028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:27.978087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:28.045746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:28.046834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:28.046930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:28.046966] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:28.173946] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:28.174181] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:28.174225] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:28.174257] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:28.178146] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: UP (p=96.72%)
[2025-11-22T01:30:28.178457] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-11-22T01:30:28.339058] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-11-22T01:30:28.340339] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:28.340370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:28.340431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:28.407689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:28.408679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:28.408779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:28.408815] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:28.532817] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:28.533070] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:28.533116] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:28.533145] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:28.537211] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: UP (p=67.28%)
[2025-11-22T01:30:28.537618] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-11-22T01:30:28.694927] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-11-22T01:30:28.695895] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:28.695923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:28.695982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:28.761871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:28.763011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:28.763116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:28.763155] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:28.915281] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:28.915545] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:28.915594] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:28.915677] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:28.921288] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: DOWN (p=19.06%)
[2025-11-22T01:30:28.921770] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-11-22T01:30:29.084136] [INFO ] [FORECASTER] Starting predict_future for TRU
[2025-11-22T01:30:29.085122] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:29.085151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:29.085211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:29.153896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:29.155235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:29.155351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:29.155386] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:29.275072] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:29.275324] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:29.275376] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:29.275409] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:29.279457] [DEBUG] [FORECASTER] TRU: Forecast T+1@11:T+2@11: DOWN (p=47.02%)
[2025-11-22T01:30:29.279858] [INFO ] [FORECASTER] Completed predict_future for TRU
[2025-11-22T01:30:29.442246] [INFO ] [FORECASTER] Starting predict_future for TRV
[2025-11-22T01:30:29.443310] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:29.443342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:29.443403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:29.512059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:29.513190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:29.513287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:29.513322] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:29.634415] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:29.634675] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:29.634723] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:29.634754] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:29.638723] [DEBUG] [FORECASTER] TRV: Forecast T+1@11:T+2@11: UP (p=70.91%)
[2025-11-22T01:30:29.639047] [INFO ] [FORECASTER] Completed predict_future for TRV
[2025-11-22T01:30:29.795683] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-11-22T01:30:29.796785] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:29.796813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:29.796875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:29.863893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:29.865030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:29.865132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:29.865169] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:29.984343] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:29.984588] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:29.984633] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:29.984709] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:29.988824] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: UP (p=60.17%)
[2025-11-22T01:30:29.989166] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-11-22T01:30:30.147830] [INFO ] [FORECASTER] Starting predict_future for TSE
[2025-11-22T01:30:30.148891] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:30.148924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:30.148984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:30.218790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:30.219944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:30.220044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:30.220078] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:30.364165] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:30.364407] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:30.364453] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:30.364483] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:30.368330] [DEBUG] [FORECASTER] TSE: Forecast T+1@11:T+2@11: UP (p=95.07%)
[2025-11-22T01:30:30.368671] [INFO ] [FORECASTER] Completed predict_future for TSE
[2025-11-22T01:30:30.525391] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-11-22T01:30:30.526472] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:30.526499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:30.526558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:30.598257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:30.599422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:30.599526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:30.599562] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:30.730584] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:30.730849] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:30.730897] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:30.730926] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:30.734765] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: DOWN (p=17.29%)
[2025-11-22T01:30:30.735085] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-11-22T01:30:30.903578] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-11-22T01:30:30.904667] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:30.904700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:30.904760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:30.974347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:30.975670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:30.975776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:30.975811] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:31.100473] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:31.100717] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:31.100765] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:31.100795] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:31.104777] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: DOWN (p=8.66%)
[2025-11-22T01:30:31.105104] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-11-22T01:30:31.264338] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-11-22T01:30:31.265375] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:31.265409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:31.265473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:31.333558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:31.334747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:31.334867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:31.334908] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:31.458201] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:31.458454] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:31.458500] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:31.458576] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:31.462461] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: DOWN (p=23.29%)
[2025-11-22T01:30:31.462802] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-11-22T01:30:31.616218] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-11-22T01:30:31.617391] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:31.617419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:31.617477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:31.683186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:31.684216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:31.684318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:31.684353] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:31.809629] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:31.810090] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:31.810137] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:31.810169] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:31.814103] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: DOWN (p=16.49%)
[2025-11-22T01:30:31.814425] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-11-22T01:30:31.968291] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-11-22T01:30:31.969302] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:31.969329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:31.969389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:32.036499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:32.037749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:32.037866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:32.037901] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:32.168032] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:32.168445] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:32.168498] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:32.168529] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:32.173065] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: UP (p=88.53%)
[2025-11-22T01:30:32.173398] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-11-22T01:30:32.331285] [INFO ] [FORECASTER] Starting predict_future for TT
[2025-11-22T01:30:32.332278] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:32.332306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:32.332366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:32.400177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:32.401289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:32.401388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:32.401423] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:32.528914] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:32.529160] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:32.529206] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:32.529236] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:32.533187] [DEBUG] [FORECASTER] TT: Forecast T+1@11:T+2@11: UP (p=95.19%)
[2025-11-22T01:30:32.533509] [INFO ] [FORECASTER] Completed predict_future for TT
[2025-11-22T01:30:32.693764] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-11-22T01:30:32.694798] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:32.694826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:32.694885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:32.761127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:32.762299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:32.762402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:32.762437] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:32.890425] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:32.890721] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:32.890774] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:32.890804] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:32.894900] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: UP (p=59.83%)
[2025-11-22T01:30:32.895264] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-11-22T01:30:33.052413] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-11-22T01:30:33.053454] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:33.053482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:33.053543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:33.122614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:33.123823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:33.123925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:33.123960] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:33.265847] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:33.266103] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:33.266150] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:33.266181] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:33.270382] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: UP (p=58.94%)
[2025-11-22T01:30:33.270816] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-11-22T01:30:33.431253] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-11-22T01:30:33.432245] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:33.432275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:33.432337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:33.499962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:33.501074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:33.501178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:33.501215] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:33.632122] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:33.632358] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:33.632402] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:33.632432] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:33.636367] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: UP (p=99.25%)
[2025-11-22T01:30:33.636712] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-11-22T01:30:33.790426] [INFO ] [FORECASTER] Starting predict_future for TU
[2025-11-22T01:30:33.791417] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:33.791444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:33.791544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:33.861552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:33.862590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:33.862701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:33.862739] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:33.993626] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:33.993845] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:33.993889] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:33.993919] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:33.997400] [DEBUG] [FORECASTER] TU: Forecast T+1@11:T+2@11: DOWN (p=47.69%)
[2025-11-22T01:30:33.997709] [INFO ] [FORECASTER] Completed predict_future for TU
[2025-11-22T01:30:34.148670] [INFO ] [FORECASTER] Starting predict_future for TUYA
[2025-11-22T01:30:34.149529] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:34.149555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:34.149611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:34.214289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:34.214906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:34.214987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:34.215021] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:34.345435] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:34.345597] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:34.345665] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:34.345722] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:34.349156] [DEBUG] [FORECASTER] TUYA: Forecast T+1@11:T+2@11: DOWN (p=16.28%)
[2025-11-22T01:30:34.349424] [INFO ] [FORECASTER] Completed predict_future for TUYA
[2025-11-22T01:30:34.500096] [INFO ] [FORECASTER] Starting predict_future for TV
[2025-11-22T01:30:34.500954] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:34.500981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:34.501038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:34.564798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:34.565398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:34.565482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:34.565515] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:34.691224] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:34.691327] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:34.691363] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:34.691393] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:34.694504] [DEBUG] [FORECASTER] TV: Forecast T+1@11:T+2@11: DOWN (p=20.44%)
[2025-11-22T01:30:34.694789] [INFO ] [FORECASTER] Completed predict_future for TV
[2025-11-22T01:30:34.844507] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-11-22T01:30:34.845365] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:34.845392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:34.845448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:34.910389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:34.910997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:34.911077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:34.911110] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:35.036505] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:35.036628] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:35.036687] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:35.036716] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:35.040312] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: UP (p=59.11%)
[2025-11-22T01:30:35.040615] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-11-22T01:30:35.189908] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-11-22T01:30:35.190767] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:35.190795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:35.190851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:35.254999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:35.255595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:35.255719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:35.255756] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:35.369501] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:35.369582] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:35.369620] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:35.369678] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:35.372678] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: UP (p=85.80%)
[2025-11-22T01:30:35.372939] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-11-22T01:30:35.523226] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-11-22T01:30:35.524080] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:35.524107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:35.524163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:35.588602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:35.589236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:35.589315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:35.589348] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:35.709997] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:35.710106] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:35.710144] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:35.710172] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:35.713348] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: UP (p=79.25%)
[2025-11-22T01:30:35.713614] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-11-22T01:30:35.867291] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-11-22T01:30:35.868173] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:35.868201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:35.868262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:35.935936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:35.936546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:35.936629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:35.936685] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:36.065426] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:36.065555] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:36.065595] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:36.065627] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:36.069047] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: UP (p=54.48%)
[2025-11-22T01:30:36.069324] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-11-22T01:30:36.225386] [INFO ] [FORECASTER] Starting predict_future for TWN
[2025-11-22T01:30:36.226457] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:36.226533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:36.226595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:36.291878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:36.293033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:36.293139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:36.293174] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:36.445271] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:36.445532] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:36.445581] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:36.445613] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:36.449901] [DEBUG] [FORECASTER] TWN: Forecast T+1@11:T+2@11: UP (p=97.11%)
[2025-11-22T01:30:36.450322] [INFO ] [FORECASTER] Completed predict_future for TWN
[2025-11-22T01:30:36.609176] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-11-22T01:30:36.610216] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:36.610244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:36.610302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:36.678720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:36.679872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:36.679971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:36.680007] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:36.815754] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:36.815997] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:36.816045] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:36.816077] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:36.820014] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: DOWN (p=48.94%)
[2025-11-22T01:30:36.820335] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-11-22T01:30:36.980518] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-11-22T01:30:36.981555] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:36.981585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:36.981675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:37.048415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:37.049549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:37.049667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:37.049705] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:37.175214] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:37.175454] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:37.175498] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:37.175529] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:37.179410] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: DOWN (p=12.14%)
[2025-11-22T01:30:37.179761] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-11-22T01:30:37.334670] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-11-22T01:30:37.335621] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:37.335673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:37.335737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:37.401752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:37.402850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:37.402949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:37.402985] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:37.534774] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:37.535026] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:37.535073] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:37.535101] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:37.539000] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: DOWN (p=13.18%)
[2025-11-22T01:30:37.539331] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-11-22T01:30:37.703576] [INFO ] [FORECASTER] Starting predict_future for TXT
[2025-11-22T01:30:37.704611] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:37.704639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:37.704737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:37.770600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:37.771685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:37.771783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:37.771861] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:37.923470] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:37.923703] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:37.923750] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:37.923782] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:37.927665] [DEBUG] [FORECASTER] TXT: Forecast T+1@11:T+2@11: UP (p=99.39%)
[2025-11-22T01:30:37.927974] [INFO ] [FORECASTER] Completed predict_future for TXT
[2025-11-22T01:30:38.082953] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-11-22T01:30:38.083896] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:38.083923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:38.083980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:38.149332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:38.150006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:38.150095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:38.150132] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:38.280207] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:38.280418] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:38.280473] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:38.280513] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:38.284867] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: UP (p=55.49%)
[2025-11-22T01:30:38.285187] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-11-22T01:30:38.440493] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-11-22T01:30:38.441353] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:38.441380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:38.441437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:38.506496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:38.507223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:38.507304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:38.507337] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:38.631262] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:38.631420] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:38.631459] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:38.631488] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:38.634821] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: UP (p=50.14%)
[2025-11-22T01:30:38.635093] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-11-22T01:30:38.786345] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-11-22T01:30:38.787231] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:38.787259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:38.787316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:38.855605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:38.856444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:38.856527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:38.856561] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:38.994151] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:38.994339] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:38.994382] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:38.994414] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:38.997956] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: UP (p=68.29%)
[2025-11-22T01:30:38.998256] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-11-22T01:30:39.148118] [INFO ] [FORECASTER] Starting predict_future for U
[2025-11-22T01:30:39.148973] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:39.149000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:39.149057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:39.215876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:39.216755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:39.216842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:39.216878] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:39.324022] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:39.324176] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:39.324216] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:39.324247] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:39.327681] [DEBUG] [FORECASTER] U: Forecast T+1@11:T+2@11: UP (p=93.36%)
[2025-11-22T01:30:39.327954] [INFO ] [FORECASTER] Completed predict_future for U
[2025-11-22T01:30:39.520680] [INFO ] [FORECASTER] Starting predict_future for UA
[2025-11-22T01:30:39.521543] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:39.521579] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:39.521638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:39.586151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:39.586771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:39.586852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:39.586885] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:39.694870] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:39.695010] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:39.695046] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:39.695075] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:39.698266] [DEBUG] [FORECASTER] UA: Forecast T+1@11:T+2@11: UP (p=66.61%)
[2025-11-22T01:30:39.698537] [INFO ] [FORECASTER] Completed predict_future for UA
[2025-11-22T01:30:39.853219] [INFO ] [FORECASTER] Starting predict_future for UAA
[2025-11-22T01:30:39.854131] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:39.854158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:39.854248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:39.918346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:39.918985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:39.919070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:39.919103] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:40.029792] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:40.029960] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:40.030000] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:40.030029] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:40.033409] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: UP (p=88.74%)
[2025-11-22T01:30:40.033709] [INFO ] [FORECASTER] Completed predict_future for UAA
[2025-11-22T01:30:40.181773] [INFO ] [FORECASTER] Starting predict_future for UAN
[2025-11-22T01:30:40.182616] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:40.182673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:40.182734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:40.246821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:40.247463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:40.247548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:40.247582] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:40.357083] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:40.357245] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:40.357287] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:40.357317] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:40.360835] [DEBUG] [FORECASTER] UAN: Forecast T+1@11:T+2@11: UP (p=76.66%)
[2025-11-22T01:30:40.361133] [INFO ] [FORECASTER] Completed predict_future for UAN
[2025-11-22T01:30:40.511108] [INFO ] [FORECASTER] Starting predict_future for UBER
[2025-11-22T01:30:40.512268] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:40.512296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:40.512354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:40.581589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:40.582484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:40.582575] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:40.582611] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:40.696565] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:40.696769] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:40.696815] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:40.696844] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:40.700400] [DEBUG] [FORECASTER] UBER: Forecast T+1@11:T+2@11: DOWN (p=34.42%)
[2025-11-22T01:30:40.700709] [INFO ] [FORECASTER] Completed predict_future for UBER
[2025-11-22T01:30:40.861053] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-11-22T01:30:40.862000] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:40.862028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:40.862086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:40.932634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:40.933428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:40.933526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:40.933576] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:41.044686] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:41.044855] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:41.044896] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:41.044925] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:41.048518] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: DOWN (p=36.91%)
[2025-11-22T01:30:41.049286] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-11-22T01:30:41.203337] [INFO ] [FORECASTER] Starting predict_future for UDR
[2025-11-22T01:30:41.205054] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:41.205083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:41.205141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:41.272085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:41.272940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:41.273027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:41.273063] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:41.386434] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:41.386629] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:41.386701] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:41.386735] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:41.390286] [DEBUG] [FORECASTER] UDR: Forecast T+1@11:T+2@11: UP (p=98.69%)
[2025-11-22T01:30:41.390568] [INFO ] [FORECASTER] Completed predict_future for UDR
[2025-11-22T01:30:41.546015] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-11-22T01:30:41.547006] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:41.547034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:41.547120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:41.612366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:41.613310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:41.613398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:41.613432] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:41.720293] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:41.720467] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:41.720507] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:41.720536] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:41.723895] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: UP (p=89.40%)
[2025-11-22T01:30:41.724194] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-11-22T01:30:41.875784] [INFO ] [FORECASTER] Starting predict_future for UFI
[2025-11-22T01:30:41.876705] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:41.876732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:41.876789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:41.941129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:41.941832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:41.941931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:41.941964] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:42.039438] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:42.039584] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:42.039622] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:42.039672] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:42.042913] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: DOWN (p=1.39%)
[2025-11-22T01:30:42.043194] [INFO ] [FORECASTER] Completed predict_future for UFI
[2025-11-22T01:30:42.192416] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-11-22T01:30:42.193303] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:42.193330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:42.193387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:42.258046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:42.258782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:42.258865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:42.258898] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:42.362437] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:42.362610] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:42.362670] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:42.362701] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:42.371340] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: UP (p=65.72%)
[2025-11-22T01:30:42.371689] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-11-22T01:30:42.531675] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-11-22T01:30:42.532569] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:42.532598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:42.532673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:42.600671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:42.601614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:42.601733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:42.601782] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:42.711573] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:42.711795] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:42.711839] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:42.711869] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:42.716488] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: DOWN (p=1.26%)
[2025-11-22T01:30:42.716917] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-11-22T01:30:42.965826] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-11-22T01:30:42.967539] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:42.967588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:42.967707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:43.059440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:43.060407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:43.060514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:43.060554] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:43.207848] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:43.208056] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:43.208115] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:43.208158] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:43.213360] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: DOWN (p=22.24%)
[2025-11-22T01:30:43.213933] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-11-22T01:30:43.406846] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-11-22T01:30:43.407887] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:43.407916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:43.407974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:43.480216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:43.481440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:43.481569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:43.481625] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:43.603837] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:43.604051] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:43.604101] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:43.604134] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:43.610671] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: UP (p=65.70%)
[2025-11-22T01:30:43.611006] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-11-22T01:30:43.768348] [INFO ] [FORECASTER] Starting predict_future for UHT
[2025-11-22T01:30:43.769261] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:43.769288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:43.769349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:43.838510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:43.839395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:43.839484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:43.839521] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:43.959256] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:43.959420] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:43.959460] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:43.959490] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:43.962964] [DEBUG] [FORECASTER] UHT: Forecast T+1@11:T+2@11: UP (p=78.19%)
[2025-11-22T01:30:43.963282] [INFO ] [FORECASTER] Completed predict_future for UHT
[2025-11-22T01:30:44.151043] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-11-22T01:30:44.151959] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:44.151995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:44.152053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:44.217982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:44.218870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:44.218972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:44.219007] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:44.317822] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:44.317994] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:44.318034] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:44.318063] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:44.321369] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: DOWN (p=28.30%)
[2025-11-22T01:30:44.321666] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-11-22T01:30:44.472339] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-11-22T01:30:44.473250] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:44.473277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:44.473334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:44.538075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:44.538988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:44.539076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:44.539110] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:44.617210] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:44.617375] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:44.617414] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:44.617443] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:44.620756] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: DOWN (p=9.32%)
[2025-11-22T01:30:44.621026] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-11-22T01:30:44.772590] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-11-22T01:30:44.773445] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:44.773473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:44.773530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:44.838911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:44.839793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:44.839877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:44.839911] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:44.940148] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:44.940311] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:44.940351] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:44.940381] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:44.943676] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: UP (p=81.46%)
[2025-11-22T01:30:44.943976] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-11-22T01:30:45.095233] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-11-22T01:30:45.096087] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:45.096114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:45.096170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:45.161894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:45.162565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:45.162666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:45.162703] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:45.267809] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:45.267985] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:45.268049] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:45.268080] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:45.271369] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: DOWN (p=18.53%)
[2025-11-22T01:30:45.271661] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-11-22T01:30:45.424072] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-11-22T01:30:45.424969] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:45.424996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:45.425055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:45.494530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:45.495241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:45.495326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:45.495361] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:45.592578] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:45.592754] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:45.592796] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:45.592826] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:45.596237] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: UP (p=90.25%)
[2025-11-22T01:30:45.596509] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-11-22T01:30:45.749725] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-11-22T01:30:45.750584] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:45.750612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:45.750689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:45.817999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:45.818902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:45.818989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:45.819024] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:45.915765] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:45.915936] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:45.915976] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:45.916004] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:45.919510] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: DOWN (p=25.85%)
[2025-11-22T01:30:45.919886] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-11-22T01:30:46.071017] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-11-22T01:30:46.071878] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:46.071905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:46.071962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:46.139482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:46.140149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:46.140233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:46.140269] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:46.237370] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:46.237533] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:46.237573] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:46.237601] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:46.240887] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: UP (p=93.39%)
[2025-11-22T01:30:46.241158] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-11-22T01:30:46.394975] [INFO ] [FORECASTER] Starting predict_future for UNH
[2025-11-22T01:30:46.395857] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:46.395884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:46.395958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:46.460962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:46.461820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:46.461901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:46.461934] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:46.558623] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:46.558797] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:46.558837] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:46.558866] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:46.562111] [DEBUG] [FORECASTER] UNH: Forecast T+1@11:T+2@11: UP (p=54.32%)
[2025-11-22T01:30:46.562384] [INFO ] [FORECASTER] Completed predict_future for UNH
[2025-11-22T01:30:46.711788] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-11-22T01:30:46.712608] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:46.712635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:46.712720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:46.777370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:46.778049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:46.778130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:46.778164] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:46.877884] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:46.878053] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:46.878091] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:46.878120] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:46.881421] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: UP (p=97.18%)
[2025-11-22T01:30:46.881716] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-11-22T01:30:47.033824] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-11-22T01:30:47.034672] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:47.034704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:47.034763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:47.100569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:47.101194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:47.101271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:47.101305] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:47.194491] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:47.194605] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:47.194660] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:47.194692] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:47.197832] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: DOWN (p=3.96%)
[2025-11-22T01:30:47.198134] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-11-22T01:30:47.351906] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-11-22T01:30:47.352995] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:47.353029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:47.353088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:47.419064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:47.419964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:47.420055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:47.420090] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:47.516944] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:47.517146] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:47.517188] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:47.517239] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:47.520710] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: UP (p=75.08%)
[2025-11-22T01:30:47.521005] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-11-22T01:30:47.675428] [INFO ] [FORECASTER] Starting predict_future for UP
[2025-11-22T01:30:47.676312] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:47.676341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:47.676397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:47.741137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:47.741745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:47.741825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:47.741858] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:47.844025] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:47.844192] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:47.844231] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:47.844261] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:47.847726] [DEBUG] [FORECASTER] UP: Forecast T+1@11:T+2@11: DOWN (p=22.72%)
[2025-11-22T01:30:47.848020] [INFO ] [FORECASTER] Completed predict_future for UP
[2025-11-22T01:30:48.005218] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-11-22T01:30:48.006117] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:48.006145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:48.006202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:48.071754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:48.072354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:48.072433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:48.072467] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:48.173153] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:48.173282] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:48.173318] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:48.173347] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:48.176481] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: DOWN (p=33.38%)
[2025-11-22T01:30:48.176765] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-11-22T01:30:48.328399] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-11-22T01:30:48.329243] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:48.329271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:48.329327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:48.395015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:48.395869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:48.395952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:48.395986] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:48.528575] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:48.528720] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:48.528760] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:48.528797] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:48.532156] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=26.49%)
[2025-11-22T01:30:48.532422] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-11-22T01:30:48.683085] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-11-22T01:30:48.683951] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:48.683985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:48.684054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:48.749307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:48.749967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:48.750061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:48.750099] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:48.851937] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:48.852089] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:48.852127] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:48.852156] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:48.855335] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: UP (p=72.35%)
[2025-11-22T01:30:48.855604] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-11-22T01:30:49.006239] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-11-22T01:30:49.007138] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:49.007169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:49.007235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:49.072217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:49.072841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:49.072925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:49.072965] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:49.171545] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:49.172055] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:49.172096] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:49.172125] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:49.176107] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: UP (p=67.51%)
[2025-11-22T01:30:49.176379] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-11-22T01:30:49.328797] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-11-22T01:30:49.329633] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:49.329683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:49.329740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:49.394409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:49.395008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:49.395088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:49.395120] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:49.496915] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:49.497038] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:49.497093] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:49.497125] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:49.500255] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: UP (p=75.83%)
[2025-11-22T01:30:49.500517] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-11-22T01:30:49.652196] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-11-22T01:30:49.653066] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:49.653100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:49.653162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:49.718801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:49.719540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:49.719622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:49.719676] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:49.822680] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:49.822809] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:49.822845] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:49.822915] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:49.826146] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: DOWN (p=9.94%)
[2025-11-22T01:30:49.826429] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-11-22T01:30:49.977404] [INFO ] [FORECASTER] Starting predict_future for USNA
[2025-11-22T01:30:49.978265] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:49.978292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:49.978349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:50.043123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:50.043867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:50.043949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:50.043982] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:50.142535] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:50.142749] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:50.142792] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:50.142821] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:50.146263] [DEBUG] [FORECASTER] USNA: Forecast T+1@11:T+2@11: UP (p=71.94%)
[2025-11-22T01:30:50.146537] [INFO ] [FORECASTER] Completed predict_future for USNA
[2025-11-22T01:30:50.299237] [INFO ] [FORECASTER] Starting predict_future for USPH
[2025-11-22T01:30:50.300100] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:50.300128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:50.300184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:50.364562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:50.365273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:50.365354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:50.365386] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:50.466515] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:50.466720] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:50.466767] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:50.466799] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:50.470193] [DEBUG] [FORECASTER] USPH: Forecast T+1@11:T+2@11: UP (p=95.73%)
[2025-11-22T01:30:50.470471] [INFO ] [FORECASTER] Completed predict_future for USPH
[2025-11-22T01:30:50.621527] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-11-22T01:30:50.622422] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:50.622449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:50.622506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:50.686872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:50.687537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:50.687620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:50.687681] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:50.786034] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:50.786196] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:50.786236] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:50.786267] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:50.789752] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: DOWN (p=21.55%)
[2025-11-22T01:30:50.790039] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-11-22T01:30:50.951743] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-11-22T01:30:50.952615] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:50.952672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:50.952743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:51.023109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:51.024071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:51.024160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:51.024195] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:51.129764] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:51.129939] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:51.129980] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:51.130009] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:51.133335] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=83.63%)
[2025-11-22T01:30:51.133625] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-11-22T01:30:51.287306] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-11-22T01:30:51.288189] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:51.288249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:51.288310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:51.354657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:51.355610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:51.355718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:51.355753] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:51.448203] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:51.448324] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:51.448360] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:51.448388] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:51.451500] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: UP (p=70.17%)
[2025-11-22T01:30:51.451792] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-11-22T01:30:51.602081] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-11-22T01:30:51.603039] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:51.603067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:51.603123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:51.668528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:51.669211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:51.669295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:51.669328] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:51.775318] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:51.775464] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:51.775504] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:51.775534] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:51.778847] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: DOWN (p=45.39%)
[2025-11-22T01:30:51.779149] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-11-22T01:30:51.935093] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-11-22T01:30:51.936050] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:51.936082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:51.936141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:52.002079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:52.003244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:52.003340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:52.003377] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:52.096566] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:52.096727] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:52.096767] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:52.096796] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:52.099925] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: UP (p=81.67%)
[2025-11-22T01:30:52.100197] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-11-22T01:30:52.249189] [INFO ] [FORECASTER] Starting predict_future for UVV
[2025-11-22T01:30:52.250053] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:52.250080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:52.250136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:52.314298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:52.314903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:52.314982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:52.315016] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:52.407286] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:52.407400] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:52.407436] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:52.407464] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:52.410560] [DEBUG] [FORECASTER] UVV: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2025-11-22T01:30:52.411208] [INFO ] [FORECASTER] Completed predict_future for UVV
[2025-11-22T01:30:52.560856] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-11-22T01:30:52.561726] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:52.561755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:52.561812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:52.626455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:52.627405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:52.627494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:52.627528] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:52.725653] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:52.725822] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:52.725863] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:52.725892] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:52.729309] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: DOWN (p=9.14%)
[2025-11-22T01:30:52.729596] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-11-22T01:30:52.889957] [INFO ] [FORECASTER] Starting predict_future for UZD
[2025-11-22T01:30:52.890836] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:52.890874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:52.890931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:52.955064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:52.955780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:52.955874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:52.955908] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:53.062867] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:53.062985] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:53.063024] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:53.063054] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:53.066341] [DEBUG] [FORECASTER] UZD: Forecast T+1@11:T+2@11: UP (p=90.58%)
[2025-11-22T01:30:53.066634] [INFO ] [FORECASTER] Completed predict_future for UZD
[2025-11-22T01:30:53.214208] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-11-22T01:30:53.215067] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:53.215099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:53.215159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:53.279574] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:53.280197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:53.280291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:53.280325] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:53.359723] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:53.359870] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:53.359908] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:53.359937] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:53.363148] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2025-11-22T01:30:53.363421] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-11-22T01:30:53.511926] [INFO ] [FORECASTER] Starting predict_future for V
[2025-11-22T01:30:53.512773] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:53.512801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:53.512857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:53.580739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:53.581455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:53.581541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:53.581577] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:53.666450] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:53.666593] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:53.666633] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:53.666684] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:53.669967] [DEBUG] [FORECASTER] V: Forecast T+1@11:T+2@11: UP (p=52.31%)
[2025-11-22T01:30:53.670240] [INFO ] [FORECASTER] Completed predict_future for V
[2025-11-22T01:30:53.817587] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-11-22T01:30:53.818468] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:53.818495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:53.818551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:53.882774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:53.883361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:53.883441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:53.883473] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:53.982299] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:53.982451] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:53.982491] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:53.982520] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:53.985775] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=89.29%)
[2025-11-22T01:30:53.986047] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-11-22T01:30:54.136428] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-11-22T01:30:54.137355] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:54.137383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:54.137439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:54.204042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:54.204681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:54.204766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:54.204800] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:54.304832] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:54.304964] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:54.305001] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:54.305031] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:54.308258] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: DOWN (p=6.11%)
[2025-11-22T01:30:54.308548] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-11-22T01:30:54.466223] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-11-22T01:30:54.467103] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:54.467134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:54.467198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:54.533373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:54.533999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:54.534082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:54.534117] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:54.643492] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:54.643633] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:54.643695] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:54.643726] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:54.647027] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: DOWN (p=17.74%)
[2025-11-22T01:30:54.647334] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-11-22T01:30:54.802494] [INFO ] [FORECASTER] Starting predict_future for VATE
[2025-11-22T01:30:54.803369] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:54.803396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:54.803452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:54.868677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:54.869565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:54.869671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:54.869710] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:54.967847] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:54.968030] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:54.968072] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:54.968104] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:54.971457] [DEBUG] [FORECASTER] VATE: Forecast T+1@11:T+2@11: UP (p=66.45%)
[2025-11-22T01:30:54.971759] [INFO ] [FORECASTER] Completed predict_future for VATE
[2025-11-22T01:30:55.123175] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-11-22T01:30:55.124056] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:55.124084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:55.124141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:55.189698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:55.190543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:55.190631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:55.190690] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:55.289193] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:55.289375] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:55.289414] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:55.289444] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:55.292825] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: UP (p=52.81%)
[2025-11-22T01:30:55.293114] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-11-22T01:30:55.445528] [INFO ] [FORECASTER] Starting predict_future for VCV
[2025-11-22T01:30:55.446410] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:55.446440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:55.446499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:55.514355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:55.515011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:55.515121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:55.515199] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:55.616163] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:55.616292] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:55.616329] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:55.616357] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:55.619472] [DEBUG] [FORECASTER] VCV: Forecast T+1@11:T+2@11: DOWN (p=23.46%)
[2025-11-22T01:30:55.619761] [INFO ] [FORECASTER] Completed predict_future for VCV
[2025-11-22T01:30:55.781864] [INFO ] [FORECASTER] Starting predict_future for VEEV
[2025-11-22T01:30:55.782732] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:55.782759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:55.782816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:55.849715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:55.850339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:55.850420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:55.850452] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:55.953935] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:55.954117] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:55.954160] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:55.954190] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:55.957711] [DEBUG] [FORECASTER] VEEV: Forecast T+1@11:T+2@11: DOWN (p=17.29%)
[2025-11-22T01:30:55.958036] [INFO ] [FORECASTER] Completed predict_future for VEEV
[2025-11-22T01:30:56.114612] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-11-22T01:30:56.115491] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:56.115519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:56.115575] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:56.181936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:56.182569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:56.182670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:56.182708] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:56.283133] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:56.283284] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:56.283324] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:56.283355] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:56.286687] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: DOWN (p=49.08%)
[2025-11-22T01:30:56.286982] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-11-22T01:30:56.439710] [INFO ] [FORECASTER] Starting predict_future for VET
[2025-11-22T01:30:56.440632] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:56.440691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:56.440753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:56.508406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:56.509343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:56.509425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:56.509460] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:56.606850] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:56.606989] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:56.607026] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:56.607070] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:56.610241] [DEBUG] [FORECASTER] VET: Forecast T+1@11:T+2@11: UP (p=69.08%)
[2025-11-22T01:30:56.610508] [INFO ] [FORECASTER] Completed predict_future for VET
[2025-11-22T01:30:56.761350] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-11-22T01:30:56.762248] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:56.762306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:56.762367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:56.828842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:56.829466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:56.829547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:56.829580] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:56.948703] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:56.948852] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:56.948890] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:56.948918] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:56.952177] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: DOWN (p=17.54%)
[2025-11-22T01:30:56.952453] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-11-22T01:30:57.103215] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-11-22T01:30:57.104081] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:57.104109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:57.104166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:57.169488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:57.170381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:57.170466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:57.170499] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:57.281573] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:57.281765] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:57.281806] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:57.281835] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:57.285125] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2025-11-22T01:30:57.285395] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-11-22T01:30:57.434117] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-11-22T01:30:57.435008] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:57.435036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:57.435093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:57.504115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:57.504864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:57.504947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:57.504980] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:57.640405] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:57.640566] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:57.640606] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:57.640635] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:57.644416] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: UP (p=93.16%)
[2025-11-22T01:30:57.644716] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-11-22T01:30:57.797659] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-11-22T01:30:57.798518] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:57.798545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:57.798601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:57.864250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:57.865120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:57.865212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:57.865247] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:57.979890] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:57.980067] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:57.980111] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:57.980140] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:57.985462] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: UP (p=78.22%)
[2025-11-22T01:30:57.985785] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-11-22T01:30:58.140337] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-11-22T01:30:58.141205] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:58.141232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:58.141288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:58.206047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:58.206662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:58.206743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:58.206776] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:58.326883] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:58.327003] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:58.327040] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:58.327097] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:58.330225] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: DOWN (p=3.46%)
[2025-11-22T01:30:58.330490] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-11-22T01:30:58.481912] [INFO ] [FORECASTER] Starting predict_future for VIRT
[2025-11-22T01:30:58.482790] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:58.482817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:58.482874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:58.548777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:58.549401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:58.549485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:58.549519] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:58.676969] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:58.677208] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:58.677252] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:58.677281] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:58.680748] [DEBUG] [FORECASTER] VIRT: Forecast T+1@11:T+2@11: DOWN (p=25.65%)
[2025-11-22T01:30:58.681027] [INFO ] [FORECASTER] Completed predict_future for VIRT
[2025-11-22T01:30:58.831024] [INFO ] [FORECASTER] Starting predict_future for VIST
[2025-11-22T01:30:58.831918] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:58.831944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:58.832001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:58.898728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:58.899692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:58.899782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:58.899819] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:59.021849] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:59.022021] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:59.022061] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:59.022090] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:59.025447] [DEBUG] [FORECASTER] VIST: Forecast T+1@11:T+2@11: DOWN (p=2.19%)
[2025-11-22T01:30:59.025750] [INFO ] [FORECASTER] Completed predict_future for VIST
[2025-11-22T01:30:59.176677] [INFO ] [FORECASTER] Starting predict_future for VIV
[2025-11-22T01:30:59.177604] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:59.177631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:59.177714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:59.244506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:59.245367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:59.245457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:59.245493] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:59.347842] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:59.348025] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:59.348068] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:59.348097] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:59.351635] [DEBUG] [FORECASTER] VIV: Forecast T+1@11:T+2@11: DOWN (p=5.30%)
[2025-11-22T01:30:59.351956] [INFO ] [FORECASTER] Completed predict_future for VIV
[2025-11-22T01:30:59.508770] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-11-22T01:30:59.509703] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:59.509733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:59.509792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:59.576610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:59.577456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:59.577544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:59.577578] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:59.672688] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:59.672849] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:59.672889] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:59.672918] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:30:59.676192] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: UP (p=92.80%)
[2025-11-22T01:30:59.676462] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-11-22T01:30:59.825355] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-11-22T01:30:59.826228] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:30:59.826257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:30:59.826314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:30:59.894316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:30:59.895404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:30:59.895509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:30:59.895561] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:30:59.997872] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:30:59.998039] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:30:59.998080] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:30:59.998116] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:00.001445] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: DOWN (p=8.75%)
[2025-11-22T01:31:00.001744] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-11-22T01:31:00.152615] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-11-22T01:31:00.153516] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:00.153544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:00.153600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:00.219111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:00.219813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:00.219931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:00.219966] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:00.340061] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:00.340252] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:00.340298] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:00.340327] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:00.343808] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: DOWN (p=0.77%)
[2025-11-22T01:31:00.344082] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-11-22T01:31:00.500019] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-11-22T01:31:00.500888] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:00.500916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:00.500976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:00.567914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:00.568770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:00.568857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:00.568890] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:01.328011] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:01.328197] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:01.328240] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:01.328269] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:01.331972] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: UP (p=97.17%)
[2025-11-22T01:31:01.332276] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-11-22T01:31:01.490002] [INFO ] [FORECASTER] Starting predict_future for VLT
[2025-11-22T01:31:01.490896] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:01.490923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:01.490979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:01.559264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:01.560076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:01.560164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:01.560199] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:01.676492] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:01.676688] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:01.676732] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:01.676764] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:01.680285] [DEBUG] [FORECASTER] VLT: Forecast T+1@11:T+2@11: DOWN (p=30.91%)
[2025-11-22T01:31:01.680567] [INFO ] [FORECASTER] Completed predict_future for VLT
[2025-11-22T01:31:01.836371] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-11-22T01:31:01.837300] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:01.837327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:01.837385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:01.904730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:01.905626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:01.905733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:01.905767] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:02.026986] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:02.027185] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:02.027236] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:02.027274] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:02.030760] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: DOWN (p=9.69%)
[2025-11-22T01:31:02.031042] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-11-22T01:31:02.186925] [INFO ] [FORECASTER] Starting predict_future for VMC
[2025-11-22T01:31:02.187830] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:02.187872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:02.187930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:02.253533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:02.254351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:02.254437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:02.254473] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:02.359837] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:02.360004] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:02.360046] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:02.360077] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:02.363615] [DEBUG] [FORECASTER] VMC: Forecast T+1@11:T+2@11: UP (p=76.31%)
[2025-11-22T01:31:02.363915] [INFO ] [FORECASTER] Completed predict_future for VMC
[2025-11-22T01:31:02.523918] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-11-22T01:31:02.524805] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:02.524834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:02.524891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:02.589939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:02.590526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:02.590606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:02.590639] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:02.695074] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:02.695237] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:02.695278] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:02.695310] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:02.698798] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: DOWN (p=4.82%)
[2025-11-22T01:31:02.699075] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-11-22T01:31:02.849678] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-11-22T01:31:02.850535] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:02.850562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:02.850620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:02.916524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:02.917158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:02.917238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:02.917278] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:03.023032] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:03.023198] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:03.023237] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:03.023267] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:03.026575] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: UP (p=95.21%)
[2025-11-22T01:31:03.026872] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-11-22T01:31:03.176774] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-11-22T01:31:03.177696] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:03.177726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:03.177785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:03.242226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:03.243097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:03.243184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:03.243220] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:03.345206] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:03.345387] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:03.345448] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:03.345479] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:03.348873] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: UP (p=89.04%)
[2025-11-22T01:31:03.349156] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-11-22T01:31:03.500721] [INFO ] [FORECASTER] Starting predict_future for VNT
[2025-11-22T01:31:03.501567] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:03.501594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:03.501671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:03.567838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:03.568728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:03.568813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:03.568847] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:03.699178] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:03.699372] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:03.699426] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:03.699457] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:03.703026] [DEBUG] [FORECASTER] VNT: Forecast T+1@11:T+2@11: UP (p=75.61%)
[2025-11-22T01:31:03.703314] [INFO ] [FORECASTER] Completed predict_future for VNT
[2025-11-22T01:31:03.862729] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-11-22T01:31:03.863629] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:03.863684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:03.863745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:03.929336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:03.930255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:03.930343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:03.930377] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:04.028563] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:04.028754] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:04.028799] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:04.028828] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:04.032178] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: UP (p=85.67%)
[2025-11-22T01:31:04.032490] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-11-22T01:31:04.187107] [INFO ] [FORECASTER] Starting predict_future for VOYA
[2025-11-22T01:31:04.187971] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:04.187999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:04.188054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:04.255432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:04.256284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:04.256375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:04.256408] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:04.355224] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:04.355393] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:04.355432] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:04.355496] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:04.360302] [DEBUG] [FORECASTER] VOYA: Forecast T+1@11:T+2@11: UP (p=85.23%)
[2025-11-22T01:31:04.360601] [INFO ] [FORECASTER] Completed predict_future for VOYA
[2025-11-22T01:31:04.511990] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-11-22T01:31:04.512912] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:04.512940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:04.513014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:04.579085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:04.579999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:04.580094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:04.580129] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:04.678465] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:04.678635] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:04.678696] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:04.678726] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:04.682080] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: UP (p=85.82%)
[2025-11-22T01:31:04.682370] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-11-22T01:31:04.842099] [INFO ] [FORECASTER] Starting predict_future for VPV
[2025-11-22T01:31:04.842956] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:04.842983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:04.843041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:04.908531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:04.909136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:04.909215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:04.909249] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:05.005709] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:05.005841] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:05.005878] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:05.005908] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:05.009133] [DEBUG] [FORECASTER] VPV: Forecast T+1@11:T+2@11: UP (p=54.10%)
[2025-11-22T01:31:05.009432] [INFO ] [FORECASTER] Completed predict_future for VPV
[2025-11-22T01:31:05.177501] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-11-22T01:31:05.178445] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:05.178479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:05.178537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:05.245746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:05.246669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:05.246760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:05.246796] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:05.350513] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:05.350705] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:05.350748] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:05.350776] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:05.354165] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: UP (p=96.77%)
[2025-11-22T01:31:05.354444] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-11-22T01:31:05.506145] [INFO ] [FORECASTER] Starting predict_future for VRT
[2025-11-22T01:31:05.507029] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:05.507081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:05.507142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:05.573519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:05.574156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:05.574237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:05.574271] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:05.681695] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:05.681862] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:05.681902] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:05.681950] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:05.685248] [DEBUG] [FORECASTER] VRT: Forecast T+1@11:T+2@11: UP (p=60.69%)
[2025-11-22T01:31:05.685518] [INFO ] [FORECASTER] Completed predict_future for VRT
[2025-11-22T01:31:05.839888] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-11-22T01:31:05.840829] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:05.840857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:05.840914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:05.908239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:05.909137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:05.909225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:05.909262] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:06.012461] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:06.012636] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:06.012697] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:06.012725] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:06.016119] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: DOWN (p=11.24%)
[2025-11-22T01:31:06.016407] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-11-22T01:31:06.170985] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-11-22T01:31:06.171878] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:06.171905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:06.171962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:06.237000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:06.237860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:06.237941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:06.237975] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:06.348242] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:06.348431] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:06.348480] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:06.348511] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:06.351911] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: UP (p=94.01%)
[2025-11-22T01:31:06.352202] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-11-22T01:31:06.512524] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-11-22T01:31:06.513423] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:06.513451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:06.513508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:06.578909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:06.579815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:06.579935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:06.579972] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:06.715016] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:06.715182] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:06.715224] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:06.715254] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:06.718604] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: DOWN (p=7.21%)
[2025-11-22T01:31:06.718902] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-11-22T01:31:06.871889] [INFO ] [FORECASTER] Starting predict_future for VST
[2025-11-22T01:31:06.872814] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:06.872843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:06.872901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:06.936866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:06.937761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:06.937848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:06.937882] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:07.033090] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:07.033261] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:07.033301] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:07.033331] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:07.036703] [DEBUG] [FORECASTER] VST: Forecast T+1@11:T+2@11: UP (p=77.98%)
[2025-11-22T01:31:07.036983] [INFO ] [FORECASTER] Completed predict_future for VST
[2025-11-22T01:31:07.189227] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-11-22T01:31:07.190140] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:07.190168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:07.190247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:07.255270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:07.256075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:07.256160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:07.256196] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:07.372676] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:07.372861] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:07.372905] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:07.372935] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:07.376306] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: DOWN (p=8.44%)
[2025-11-22T01:31:07.376580] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-11-22T01:31:07.532126] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-11-22T01:31:07.532990] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:07.533017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:07.533074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:07.600484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:07.601381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:07.601469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:07.601504] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:07.701859] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:07.702042] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:07.702084] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:07.702115] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:07.705690] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: UP (p=69.63%)
[2025-11-22T01:31:07.706027] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-11-22T01:31:07.876890] [INFO ] [FORECASTER] Starting predict_future for VTLE
[2025-11-22T01:31:07.877880] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:07.877908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:07.877971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:07.945604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:07.946479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:07.946567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:07.946602] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:08.061472] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:08.061681] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:08.061726] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:08.061775] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:08.065266] [DEBUG] [FORECASTER] VTLE: Forecast T+1@11:T+2@11: UP (p=85.39%)
[2025-11-22T01:31:08.065587] [INFO ] [FORECASTER] Completed predict_future for VTLE
[2025-11-22T01:31:08.218504] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-11-22T01:31:08.219383] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:08.219417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:08.219492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:08.284762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:08.285436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:08.285519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:08.285552] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:08.399737] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:08.399913] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:08.399956] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:08.399986] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:08.403421] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: UP (p=57.11%)
[2025-11-22T01:31:08.403727] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-11-22T01:31:08.562326] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-11-22T01:31:08.563532] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:08.563573] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:08.563694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:08.632114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:08.633336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:08.633468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:08.633506] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:08.757351] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:08.757620] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:08.757700] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:08.757734] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:08.762104] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: DOWN (p=45.52%)
[2025-11-22T01:31:08.762521] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-11-22T01:31:08.924541] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-11-22T01:31:08.925715] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:08.925747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:08.925807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:08.997350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:08.998499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:08.998605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:08.998696] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:09.125218] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:09.125459] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:09.125506] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:09.125535] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:09.130143] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: DOWN (p=7.58%)
[2025-11-22T01:31:09.130533] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-11-22T01:31:09.288066] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-11-22T01:31:09.288977] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:09.289005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:09.289061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:09.353072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:09.353814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:09.353898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:09.353932] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:09.449943] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:09.450116] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:09.450157] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:09.450186] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:09.453548] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: DOWN (p=33.06%)
[2025-11-22T01:31:09.453844] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-11-22T01:31:09.608595] [INFO ] [FORECASTER] Starting predict_future for VVR
[2025-11-22T01:31:09.609501] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:09.609528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:09.609585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:09.673789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:09.674386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:09.674468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:09.674501] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:09.798761] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:09.798904] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:09.798943] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:09.798970] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:09.802218] [DEBUG] [FORECASTER] VVR: Forecast T+1@11:T+2@11: UP (p=74.18%)
[2025-11-22T01:31:09.802501] [INFO ] [FORECASTER] Completed predict_future for VVR
[2025-11-22T01:31:09.952018] [INFO ] [FORECASTER] Starting predict_future for VVV
[2025-11-22T01:31:09.952918] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:09.952944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:09.953001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:10.016833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:10.017519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:10.017611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:10.017664] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:10.128073] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:10.128238] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:10.128278] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:10.128346] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:10.133215] [DEBUG] [FORECASTER] VVV: Forecast T+1@11:T+2@11: DOWN (p=26.89%)
[2025-11-22T01:31:10.133495] [INFO ] [FORECASTER] Completed predict_future for VVV
[2025-11-22T01:31:10.285483] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-11-22T01:31:10.286360] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:10.286386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:10.286446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:10.350162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:10.350832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:10.350913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:10.350946] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:10.456893] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:10.457025] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:10.457078] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:10.457108] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:10.460310] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: UP (p=60.95%)
[2025-11-22T01:31:10.460583] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-11-22T01:31:10.610678] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-11-22T01:31:10.611530] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:10.611564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:10.611634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:10.675769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:10.676352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:10.676432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:10.676464] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:10.803200] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:10.803328] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:10.803371] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:10.803403] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:10.806544] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: DOWN (p=36.51%)
[2025-11-22T01:31:10.806831] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-11-22T01:31:10.956102] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-11-22T01:31:10.956963] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:10.956990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:10.957046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:11.020744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:11.021324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:11.021404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:11.021438] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:11.162223] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:11.162353] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:11.162393] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:11.162421] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:11.165811] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: DOWN (p=27.06%)
[2025-11-22T01:31:11.166097] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-11-22T01:31:11.319331] [INFO ] [FORECASTER] Starting predict_future for W
[2025-11-22T01:31:11.320198] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:11.320224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:11.320280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:11.384402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:11.385037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:11.385119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:11.385152] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:11.510927] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:11.511108] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:11.511148] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:11.511176] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:11.514598] [DEBUG] [FORECASTER] W: Forecast T+1@11:T+2@11: UP (p=98.73%)
[2025-11-22T01:31:11.514894] [INFO ] [FORECASTER] Completed predict_future for W
[2025-11-22T01:31:11.668919] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-11-22T01:31:11.669993] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:11.670021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:11.670141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:11.738622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:11.739849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:11.739981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:11.740017] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:11.867480] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:11.867770] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:11.867820] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:11.867852] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:11.872954] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: DOWN (p=3.64%)
[2025-11-22T01:31:11.873549] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-11-22T01:31:12.044579] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-11-22T01:31:12.045601] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:12.045630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:12.045722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:12.114769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:12.115935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:12.116039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:12.116076] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:12.240770] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:12.241017] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:12.241064] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:12.241095] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:12.245048] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: DOWN (p=45.71%)
[2025-11-22T01:31:12.245365] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-11-22T01:31:12.407422] [INFO ] [FORECASTER] Starting predict_future for WAT
[2025-11-22T01:31:12.408858] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:12.408904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:12.408988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:12.484611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:12.485857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:12.485960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:12.486048] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:12.615962] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:12.616203] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:12.616250] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:12.616282] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:12.620304] [DEBUG] [FORECASTER] WAT: Forecast T+1@11:T+2@11: UP (p=82.65%)
[2025-11-22T01:31:12.620660] [INFO ] [FORECASTER] Completed predict_future for WAT
[2025-11-22T01:31:12.783614] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-11-22T01:31:12.784567] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:12.784594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:12.784672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:12.850114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:12.850984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:12.851073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:12.851106] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:12.976340] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:12.976527] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:12.976570] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:12.976601] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:12.980061] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: UP (p=74.57%)
[2025-11-22T01:31:12.980370] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-11-22T01:31:13.136458] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-11-22T01:31:13.137685] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:13.137722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:13.137798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:13.208197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:13.209422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:13.209525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:13.209562] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:13.331095] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:13.331370] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:13.331433] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:13.331475] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:13.335615] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: DOWN (p=44.33%)
[2025-11-22T01:31:13.335973] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-11-22T01:31:13.505213] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-11-22T01:31:13.506118] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:13.506147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:13.506204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:13.570250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:13.570891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:13.570973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:13.571006] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:13.695061] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:13.695233] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:13.695274] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:13.695304] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:13.698838] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: DOWN (p=10.43%)
[2025-11-22T01:31:13.699122] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-11-22T01:31:13.848909] [INFO ] [FORECASTER] Starting predict_future for WCN
[2025-11-22T01:31:13.849768] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:13.849795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:13.849851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:13.914863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:13.915500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:13.915587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:13.915620] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:14.041244] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:14.041410] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:14.041451] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:14.041481] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:14.045257] [DEBUG] [FORECASTER] WCN: Forecast T+1@11:T+2@11: UP (p=68.26%)
[2025-11-22T01:31:14.045580] [INFO ] [FORECASTER] Completed predict_future for WCN
[2025-11-22T01:31:14.195424] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-11-22T01:31:14.196292] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:14.196319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:14.196376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:14.263097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:14.263707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:14.263789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:14.263840] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:14.375401] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:14.375543] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:14.375584] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:14.375613] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:14.378866] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: UP (p=97.25%)
[2025-11-22T01:31:14.379136] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-11-22T01:31:14.535813] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-11-22T01:31:14.536744] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:14.536771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:14.536829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:14.601937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:14.602691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:14.602776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:14.602810] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:14.710393] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:14.710584] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:14.710629] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:14.710684] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:14.714340] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: DOWN (p=12.93%)
[2025-11-22T01:31:14.714661] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-11-22T01:31:14.868155] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-11-22T01:31:14.869149] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:14.869179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:14.869238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:14.933288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:14.934074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:14.934161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:14.934195] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:15.045061] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:15.045243] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:15.045287] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:15.045319] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:15.048842] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: UP (p=82.10%)
[2025-11-22T01:31:15.049133] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-11-22T01:31:15.201860] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-11-22T01:31:15.202767] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:15.202795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:15.202852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:15.269257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:15.270100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:15.270194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:15.270236] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:15.381790] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:15.381957] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:15.382004] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:15.382035] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:15.385586] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=60.13%)
[2025-11-22T01:31:15.385906] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-11-22T01:31:15.539124] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-11-22T01:31:15.540032] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:15.540062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:15.540122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:15.608169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:15.608939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:15.609025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:15.609061] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:15.741341] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:15.741514] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:15.741557] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:15.741588] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:15.745188] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: UP (p=82.56%)
[2025-11-22T01:31:15.745483] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-11-22T01:31:15.899809] [INFO ] [FORECASTER] Starting predict_future for WEAV
[2025-11-22T01:31:15.900688] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:15.900717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:15.900774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:15.966550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:15.967335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:15.967425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:15.967459] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:16.094415] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:16.094622] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:16.094701] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:16.094786] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:16.100324] [DEBUG] [FORECASTER] WEAV: Forecast T+1@11:T+2@11: UP (p=94.95%)
[2025-11-22T01:31:16.100688] [INFO ] [FORECASTER] Completed predict_future for WEAV
[2025-11-22T01:31:16.251784] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-11-22T01:31:16.252618] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:16.252675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:16.252748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:16.317536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:16.318305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:16.318387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:16.318421] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:16.430366] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:16.430525] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:16.430564] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:16.430592] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:16.433902] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: UP (p=80.76%)
[2025-11-22T01:31:16.434177] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-11-22T01:31:16.584720] [INFO ] [FORECASTER] Starting predict_future for WELL
[2025-11-22T01:31:16.585601] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:16.585630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:16.585719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:16.649981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:16.650786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:16.650874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:16.650908] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:16.760692] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:16.760878] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:16.760920] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:16.760950] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:16.764369] [DEBUG] [FORECASTER] WELL: Forecast T+1@11:T+2@11: DOWN (p=29.26%)
[2025-11-22T01:31:16.764697] [INFO ] [FORECASTER] Completed predict_future for WELL
[2025-11-22T01:31:16.917832] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-11-22T01:31:16.918721] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:16.918748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:16.918804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:16.983248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:16.984007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:16.984093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:16.984126] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:17.096983] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:17.097163] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:17.097203] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:17.097231] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:17.100756] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: UP (p=70.13%)
[2025-11-22T01:31:17.101059] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-11-22T01:31:17.251629] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-11-22T01:31:17.252476] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:17.252504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:17.252561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:17.317794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:17.318586] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:17.318705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:17.318748] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:17.431561] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:17.431758] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:17.431799] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:17.431827] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:17.435153] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: DOWN (p=5.33%)
[2025-11-22T01:31:17.435422] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-11-22T01:31:17.584814] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-11-22T01:31:17.585680] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:17.585717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:17.585788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:17.651251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:17.651885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:17.651965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:17.651999] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:17.774662] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:17.774800] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:17.774837] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:17.774866] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:17.778156] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: DOWN (p=10.86%)
[2025-11-22T01:31:17.778420] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-11-22T01:31:17.928088] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-11-22T01:31:17.929103] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:17.929130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:17.929186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:17.993788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:17.994385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:17.994464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:17.994506] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:18.104318] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:18.104455] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:18.104491] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:18.104519] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:18.107761] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: DOWN (p=24.59%)
[2025-11-22T01:31:18.108024] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-11-22T01:31:18.258522] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-11-22T01:31:18.259394] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:18.259431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:18.259488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:18.323663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:18.324242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:18.324321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:18.324404] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:18.431808] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:18.431979] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:18.432019] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:18.432048] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:18.435351] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: UP (p=78.07%)
[2025-11-22T01:31:18.435621] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-11-22T01:31:18.589419] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-11-22T01:31:18.590403] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:18.590432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:18.590489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:18.665554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:18.666625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:18.666752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:18.666801] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:18.802889] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:18.803061] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:18.803103] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:18.803132] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:18.806742] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=49.22%)
[2025-11-22T01:31:18.807073] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-11-22T01:31:18.973329] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-11-22T01:31:18.974243] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:18.974272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:18.974331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:19.045851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:19.046764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:19.046861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:19.046898] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:19.156391] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:19.156610] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:19.156673] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:19.156708] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:19.160221] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: UP (p=90.69%)
[2025-11-22T01:31:19.160505] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-11-22T01:31:19.318676] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-11-22T01:31:19.319571] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:19.319602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:19.319686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:19.390138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:19.391050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:19.391145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:19.391187] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:19.499891] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:19.500053] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:19.500092] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:19.500121] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:19.503509] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: DOWN (p=36.73%)
[2025-11-22T01:31:19.503799] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-11-22T01:31:19.661132] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-11-22T01:31:19.661987] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:19.662013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:19.662069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:19.726913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:19.727609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:19.727727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:19.727770] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:19.829774] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:19.829952] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:19.829994] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:19.830022] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:19.833386] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: UP (p=79.02%)
[2025-11-22T01:31:19.833688] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-11-22T01:31:19.983685] [INFO ] [FORECASTER] Starting predict_future for WHR
[2025-11-22T01:31:19.984567] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:19.984594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:19.984678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:20.049395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:20.050128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:20.050211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:20.050244] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:20.154405] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:20.154590] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:20.154630] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:20.154694] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:20.158253] [DEBUG] [FORECASTER] WHR: Forecast T+1@11:T+2@11: DOWN (p=10.33%)
[2025-11-22T01:31:20.158589] [INFO ] [FORECASTER] Completed predict_future for WHR
[2025-11-22T01:31:20.314394] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-11-22T01:31:20.315310] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:20.315357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:20.315418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:20.385398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:20.386352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:20.386436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:20.386470] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:20.482280] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:20.482428] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:20.482468] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:20.482496] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:20.485789] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: UP (p=82.73%)
[2025-11-22T01:31:20.486064] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-11-22T01:31:20.641048] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-11-22T01:31:20.642023] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:20.642067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:20.642126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:20.707542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:20.708290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:20.708376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:20.708409] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:20.808730] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:20.808905] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:20.808948] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:20.808977] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:20.812397] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: UP (p=90.62%)
[2025-11-22T01:31:20.812715] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-11-22T01:31:20.965391] [INFO ] [FORECASTER] Starting predict_future for WIT
[2025-11-22T01:31:20.966267] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:20.966301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:20.966370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:21.031735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:21.032629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:21.032764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:21.032797] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:21.131096] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:21.131237] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:21.131278] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:21.131309] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:21.134634] [DEBUG] [FORECASTER] WIT: Forecast T+1@11:T+2@11: UP (p=78.35%)
[2025-11-22T01:31:21.134934] [INFO ] [FORECASTER] Completed predict_future for WIT
[2025-11-22T01:31:21.283384] [INFO ] [FORECASTER] Starting predict_future for WIW
[2025-11-22T01:31:21.284251] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:21.284278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:21.284334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:21.348158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:21.348909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:21.348993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:21.349026] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:21.446858] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:21.447027] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:21.447111] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:21.447147] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:21.450601] [DEBUG] [FORECASTER] WIW: Forecast T+1@11:T+2@11: DOWN (p=48.72%)
[2025-11-22T01:31:21.450939] [INFO ] [FORECASTER] Completed predict_future for WIW
[2025-11-22T01:31:21.602532] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-11-22T01:31:21.603471] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:21.603500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:21.603557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:21.678232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:21.679351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:21.679464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:21.679525] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:21.809981] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:21.810119] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:21.810159] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:21.810187] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:21.816292] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: DOWN (p=15.95%)
[2025-11-22T01:31:21.816564] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-11-22T01:31:21.970385] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-11-22T01:31:21.971293] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:21.971323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:21.971384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:22.038866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:22.039665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:22.039753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:22.039791] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:22.137082] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:22.137247] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:22.137291] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:22.137321] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:22.140594] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: DOWN (p=40.03%)
[2025-11-22T01:31:22.140886] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-11-22T01:31:22.290097] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-11-22T01:31:22.290992] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:22.291020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:22.291079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:22.361173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:22.362238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:22.362333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:22.362371] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:22.473750] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:22.473931] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:22.473973] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:22.474004] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:22.477844] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: UP (p=88.59%)
[2025-11-22T01:31:22.478155] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-11-22T01:31:22.641286] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-11-22T01:31:22.642379] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:22.642407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:22.642484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:22.712307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:22.713256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:22.713346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:22.713384] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:22.823722] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:22.823890] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:22.823930] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:22.823961] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:22.827450] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: UP (p=79.72%)
[2025-11-22T01:31:22.827771] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-11-22T01:31:22.987568] [INFO ] [FORECASTER] Starting predict_future for WLY
[2025-11-22T01:31:22.988480] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:22.988509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:22.988567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:23.060419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:23.061237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:23.061330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:23.061369] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:23.175152] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:23.175321] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:23.175363] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:23.175395] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:23.179090] [DEBUG] [FORECASTER] WLY: Forecast T+1@11:T+2@11: UP (p=61.50%)
[2025-11-22T01:31:23.179408] [INFO ] [FORECASTER] Completed predict_future for WLY
[2025-11-22T01:31:23.333360] [INFO ] [FORECASTER] Starting predict_future for WM
[2025-11-22T01:31:23.334251] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:23.334278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:23.334335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:23.400569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:23.401450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:23.401536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:23.401570] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:23.511126] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:23.511307] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:23.511350] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:23.511381] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:23.514874] [DEBUG] [FORECASTER] WM: Forecast T+1@11:T+2@11: UP (p=80.22%)
[2025-11-22T01:31:23.515168] [INFO ] [FORECASTER] Completed predict_future for WM
[2025-11-22T01:31:23.668146] [INFO ] [FORECASTER] Starting predict_future for WMB
[2025-11-22T01:31:23.669073] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:23.669103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:23.669162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:23.735107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:23.735888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:23.735972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:23.736008] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:23.833612] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:23.833788] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:23.833840] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:23.833906] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:23.837286] [DEBUG] [FORECASTER] WMB: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-11-22T01:31:23.837568] [INFO ] [FORECASTER] Completed predict_future for WMB
[2025-11-22T01:31:23.990302] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-11-22T01:31:23.991156] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:23.991185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:23.991242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:24.058113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:24.059096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:24.059184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:24.059254] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:24.164165] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:24.164337] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:24.164377] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:24.164406] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:24.167865] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: UP (p=94.43%)
[2025-11-22T01:31:24.168165] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-11-22T01:31:24.361441] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-11-22T01:31:24.362288] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:24.362316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:24.362372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:24.426902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:24.427751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:24.427835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:24.427868] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:24.528954] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:24.529104] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:24.529142] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:24.529171] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:24.532388] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: UP (p=89.40%)
[2025-11-22T01:31:24.532678] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-11-22T01:31:24.683192] [INFO ] [FORECASTER] Starting predict_future for WMT
[2025-11-22T01:31:24.684048] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:24.684075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:24.684132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:24.751500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:24.752124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:24.752202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:24.752236] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:24.887556] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:24.887715] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:24.887757] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:24.887792] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:24.891099] [DEBUG] [FORECASTER] WMT: Forecast T+1@11:T+2@11: DOWN (p=3.57%)
[2025-11-22T01:31:24.891366] [INFO ] [FORECASTER] Completed predict_future for WMT
[2025-11-22T01:31:25.041684] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-11-22T01:31:25.042533] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:25.042561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:25.042618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:25.107612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:25.108234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:25.108312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:25.108344] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:25.211438] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:25.211583] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:25.211621] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:25.211669] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:25.214914] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: UP (p=97.10%)
[2025-11-22T01:31:25.215189] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-11-22T01:31:25.366386] [INFO ] [FORECASTER] Starting predict_future for WOLF
[2025-11-22T01:31:25.367255] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:25.367283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:25.367340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:25.431407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:25.432053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:25.432133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:25.432167] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:25.543115] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:25.543280] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:25.543318] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:25.543347] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:25.546728] [DEBUG] [FORECASTER] WOLF: Forecast T+1@11:T+2@11: DOWN (p=2.07%)
[2025-11-22T01:31:25.546997] [INFO ] [FORECASTER] Completed predict_future for WOLF
[2025-11-22T01:31:25.696017] [INFO ] [FORECASTER] Starting predict_future for WOR
[2025-11-22T01:31:25.696866] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:25.696894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:25.696950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:25.761168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:25.761793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:25.761872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:25.761905] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:25.861552] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:25.861696] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:25.861735] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:25.861764] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:25.864871] [DEBUG] [FORECASTER] WOR: Forecast T+1@11:T+2@11: DOWN (p=5.28%)
[2025-11-22T01:31:25.865135] [INFO ] [FORECASTER] Completed predict_future for WOR
[2025-11-22T01:31:26.017481] [INFO ] [FORECASTER] Starting predict_future for WOW
[2025-11-22T01:31:26.018362] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:26.018391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:26.018450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:26.084354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:26.084966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:26.085047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:26.085083] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:26.186283] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:26.186386] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:26.186420] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:26.186469] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:26.189520] [DEBUG] [FORECASTER] WOW: Forecast T+1@11:T+2@11: UP (p=66.43%)
[2025-11-22T01:31:26.189801] [INFO ] [FORECASTER] Completed predict_future for WOW
[2025-11-22T01:31:26.340453] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-11-22T01:31:26.341319] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:26.341348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:26.341405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:26.409151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:26.409813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:26.409893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:26.409927] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:26.509855] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:26.510018] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:26.510058] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:26.510087] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:26.513423] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: DOWN (p=23.01%)
[2025-11-22T01:31:26.513719] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-11-22T01:31:26.662770] [INFO ] [FORECASTER] Starting predict_future for WPM
[2025-11-22T01:31:26.663590] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:26.663618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:26.663704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:26.728065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:26.728853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:26.728937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:26.728970] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:26.830030] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:26.830146] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:26.830182] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:26.830210] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:26.833294] [DEBUG] [FORECASTER] WPM: Forecast T+1@11:T+2@11: UP (p=56.67%)
[2025-11-22T01:31:26.833555] [INFO ] [FORECASTER] Completed predict_future for WPM
[2025-11-22T01:31:26.983380] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-11-22T01:31:26.984223] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:26.984250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:26.984306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:27.048421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:27.049025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:27.049104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:27.049137] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:27.154200] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:27.154314] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:27.154355] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:27.154385] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:27.157507] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: DOWN (p=19.44%)
[2025-11-22T01:31:27.157785] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-11-22T01:31:27.307037] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-11-22T01:31:27.307926] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:27.307954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:27.308011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:27.371693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:27.372296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:27.372377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:27.372410] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:27.475616] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:27.475755] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:27.475792] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:27.475854] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:27.481688] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: UP (p=64.93%)
[2025-11-22T01:31:27.481957] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-11-22T01:31:27.635667] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-11-22T01:31:27.636478] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:27.636506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:27.636562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:27.701796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:27.702708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:27.702795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:27.702828] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:27.837336] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:27.837489] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:27.837529] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:27.837558] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:27.840863] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: UP (p=65.59%)
[2025-11-22T01:31:27.841133] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-11-22T01:31:27.994768] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-11-22T01:31:27.995672] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:27.995702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:27.995760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:28.062757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:28.063498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:28.063586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:28.063621] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:28.168855] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:28.169013] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:28.169052] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:28.169082] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:28.172459] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: UP (p=88.34%)
[2025-11-22T01:31:28.172757] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-11-22T01:31:28.323698] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-11-22T01:31:28.324582] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:28.324610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:28.324687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:28.390367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:28.391196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:28.391283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:28.391317] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:28.493516] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:28.493691] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:28.493733] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:28.493763] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:28.497043] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: DOWN (p=14.23%)
[2025-11-22T01:31:28.497367] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-11-22T01:31:28.649383] [INFO ] [FORECASTER] Starting predict_future for WSR
[2025-11-22T01:31:28.650257] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:28.650285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:28.650343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:28.714866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:28.715469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:28.715550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:28.715583] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:28.811335] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:28.811492] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:28.811534] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:28.811564] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:28.814902] [DEBUG] [FORECASTER] WSR: Forecast T+1@11:T+2@11: DOWN (p=44.67%)
[2025-11-22T01:31:28.815184] [INFO ] [FORECASTER] Completed predict_future for WSR
[2025-11-22T01:31:28.966189] [INFO ] [FORECASTER] Starting predict_future for WST
[2025-11-22T01:31:28.967039] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:28.967102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:28.967166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:29.034791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:29.035434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:29.035515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:29.035547] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:29.133635] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:29.133835] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:29.133884] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:29.133920] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:29.137342] [DEBUG] [FORECASTER] WST: Forecast T+1@11:T+2@11: UP (p=91.93%)
[2025-11-22T01:31:29.137620] [INFO ] [FORECASTER] Completed predict_future for WST
[2025-11-22T01:31:29.290040] [INFO ] [FORECASTER] Starting predict_future for WT
[2025-11-22T01:31:29.290887] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:29.290914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:29.290971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:29.355584] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:29.356484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:29.356571] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:29.356605] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:29.442021] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:29.442186] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:29.442227] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:29.442258] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:29.445677] [DEBUG] [FORECASTER] WT: Forecast T+1@11:T+2@11: UP (p=96.73%)
[2025-11-22T01:31:29.446005] [INFO ] [FORECASTER] Completed predict_future for WT
[2025-11-22T01:31:29.604417] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-11-22T01:31:29.605316] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:29.605353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:29.605432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:29.671766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:29.672586] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:29.672726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:29.672820] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:29.775394] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:29.775559] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:29.775600] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:29.775629] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:29.779169] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: DOWN (p=40.81%)
[2025-11-22T01:31:29.779453] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-11-22T01:31:29.934727] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-11-22T01:31:29.935590] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:29.935617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:29.935694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:30.001265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:30.001879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:30.001959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:30.001993] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:30.106081] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:30.106206] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:30.106243] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:30.106271] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:30.109487] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: UP (p=60.95%)
[2025-11-22T01:31:30.109773] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-11-22T01:31:30.259891] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-11-22T01:31:30.260743] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:30.260771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:30.260827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:30.326304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:30.326909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:30.326993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:30.327028] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:30.428060] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:30.428183] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:30.428220] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:30.428249] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:30.431362] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: DOWN (p=39.24%)
[2025-11-22T01:31:30.431626] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-11-22T01:31:30.585729] [INFO ] [FORECASTER] Starting predict_future for WTTR
[2025-11-22T01:31:30.586567] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:30.586596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:30.586672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:30.653190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:30.654034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:30.654122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:30.654157] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:30.757095] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:30.757262] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:30.757303] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:30.757332] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:30.760743] [DEBUG] [FORECASTER] WTTR: Forecast T+1@11:T+2@11: UP (p=99.25%)
[2025-11-22T01:31:30.761082] [INFO ] [FORECASTER] Completed predict_future for WTTR
[2025-11-22T01:31:30.924483] [INFO ] [FORECASTER] Starting predict_future for WU
[2025-11-22T01:31:30.925351] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:30.925379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:30.925435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:30.990698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:30.991279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:30.991358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:30.991391] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:31.086333] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:31.086473] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:31.086512] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:31.086541] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:31.089771] [DEBUG] [FORECASTER] WU: Forecast T+1@11:T+2@11: DOWN (p=27.61%)
[2025-11-22T01:31:31.090037] [INFO ] [FORECASTER] Completed predict_future for WU
[2025-11-22T01:31:31.239478] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-11-22T01:31:31.240388] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:31.240416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:31.240472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:31.306530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:31.307323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:31.307411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:31.307444] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:31.406796] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:31.406966] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:31.407009] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:31.407041] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:31.410464] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: UP (p=92.92%)
[2025-11-22T01:31:31.410765] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-11-22T01:31:31.561568] [INFO ] [FORECASTER] Starting predict_future for XFLT
[2025-11-22T01:31:31.562532] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:31.562560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:31.562619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:31.630122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:31.630813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:31.630895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:31.630931] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:31.746331] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:31.746529] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:31.746583] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:31.746617] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:31.750246] [DEBUG] [FORECASTER] XFLT: Forecast T+1@11:T+2@11: DOWN (p=0.46%)
[2025-11-22T01:31:31.750539] [INFO ] [FORECASTER] Completed predict_future for XFLT
[2025-11-22T01:31:31.903340] [INFO ] [FORECASTER] Starting predict_future for XHR
[2025-11-22T01:31:31.904281] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:31.904312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:31.904379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:31.971844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:31.972560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:31.972663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:31.972730] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:32.074622] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:32.074796] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:32.074836] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:32.074865] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:32.078141] [DEBUG] [FORECASTER] XHR: Forecast T+1@11:T+2@11: DOWN (p=17.74%)
[2025-11-22T01:31:32.078410] [INFO ] [FORECASTER] Completed predict_future for XHR
[2025-11-22T01:31:32.227964] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-11-22T01:31:32.228814] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:32.228841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:32.228898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:32.296752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:32.297552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:32.297639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:32.297703] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:32.395005] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:32.395158] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:32.395198] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:32.395227] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:32.398560] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: DOWN (p=3.05%)
[2025-11-22T01:31:32.398863] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-11-22T01:31:32.555976] [INFO ] [FORECASTER] Starting predict_future for XPER
[2025-11-22T01:31:32.556875] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:32.556903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:32.556961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:32.621263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:32.621909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:32.622006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:32.622042] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:32.723986] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:32.724144] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:32.724189] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:32.724233] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:32.727580] [DEBUG] [FORECASTER] XPER: Forecast T+1@11:T+2@11: UP (p=90.85%)
[2025-11-22T01:31:32.727872] [INFO ] [FORECASTER] Completed predict_future for XPER
[2025-11-22T01:31:32.891399] [INFO ] [FORECASTER] Starting predict_future for XPEV
[2025-11-22T01:31:32.892554] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:32.892598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:32.892706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:32.964344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:32.965213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:32.965299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:32.965333] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:33.068812] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:33.068960] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:33.068998] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:33.069066] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:33.074279] [DEBUG] [FORECASTER] XPEV: Forecast T+1@11:T+2@11: UP (p=79.12%)
[2025-11-22T01:31:33.074550] [INFO ] [FORECASTER] Completed predict_future for XPEV
[2025-11-22T01:31:33.223485] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-11-22T01:31:33.224335] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:33.224362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:33.224418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:33.288342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:33.289003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:33.289082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:33.289116] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:33.394127] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:33.394316] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:33.394358] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:33.394387] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:33.397847] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: UP (p=60.75%)
[2025-11-22T01:31:33.398172] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-11-22T01:31:33.549516] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-11-22T01:31:33.550421] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:33.550448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:33.550507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:33.616093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:33.616815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:33.616900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:33.616935] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:33.719277] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:33.719454] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:33.719497] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:33.719529] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:33.722997] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: DOWN (p=1.41%)
[2025-11-22T01:31:33.723266] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-11-22T01:31:33.874504] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-11-22T01:31:33.875369] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:33.875396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:33.875453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:33.940743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:33.941623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:33.941733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:33.941768] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:34.047351] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:34.047516] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:34.047557] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:34.047588] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:34.051066] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=19.27%)
[2025-11-22T01:31:34.051368] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-11-22T01:31:34.205106] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-11-22T01:31:34.205976] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:34.206010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:34.206080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:34.275009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:34.275905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:34.275994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:34.276028] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:34.382675] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:34.382841] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:34.382882] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:34.382911] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:34.386384] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=25.98%)
[2025-11-22T01:31:34.386682] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-11-22T01:31:34.536078] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-11-22T01:31:34.536999] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:34.537030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:34.537117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:34.602946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:34.603608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:34.603710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:34.603746] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:34.723301] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:34.723468] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:34.723509] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:34.723538] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:34.726949] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: DOWN (p=15.99%)
[2025-11-22T01:31:34.727259] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-11-22T01:31:34.882686] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-11-22T01:31:34.883573] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:34.883603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:34.883682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:34.947914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:34.948540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:34.948622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:34.948675] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:35.057403] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:35.057582] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:35.057623] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:35.057672] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:35.061106] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: DOWN (p=48.42%)
[2025-11-22T01:31:35.061375] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-11-22T01:31:35.211295] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-11-22T01:31:35.212185] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:35.212213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:35.212269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:35.284396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:35.285323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:35.285447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:35.285484] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:35.396704] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:35.396855] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:35.396896] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:35.396926] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:35.400305] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: UP (p=96.91%)
[2025-11-22T01:31:35.400577] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-11-22T01:31:35.548921] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-11-22T01:31:35.549797] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:35.549824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:35.549881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:35.614401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:35.615043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:35.615126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:35.615159] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:35.699479] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:35.699636] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:35.699695] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:35.699724] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:35.703115] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2025-11-22T01:31:35.703394] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-11-22T01:31:35.853474] [INFO ] [FORECASTER] Starting predict_future for YEXT
[2025-11-22T01:31:35.854317] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:35.854344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:35.854400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:35.920128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:35.921031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:35.921123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:35.921160] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:36.009475] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:36.009696] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:36.009747] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:36.009778] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:36.013229] [DEBUG] [FORECASTER] YEXT: Forecast T+1@11:T+2@11: DOWN (p=41.71%)
[2025-11-22T01:31:36.013500] [INFO ] [FORECASTER] Completed predict_future for YEXT
[2025-11-22T01:31:36.165874] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-11-22T01:31:36.166722] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:36.166750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:36.166808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:36.231184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:36.231822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:36.231902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:36.231935] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:36.324521] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:36.324694] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:36.324738] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:36.324770] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:36.328187] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: UP (p=93.28%)
[2025-11-22T01:31:36.328458] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-11-22T01:31:36.476002] [INFO ] [FORECASTER] Starting predict_future for YOU
[2025-11-22T01:31:36.476842] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:36.476870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:36.476927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:36.541404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:36.542047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:36.542125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:36.542158] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:36.636367] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:36.636540] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:36.636581] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:36.636610] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:36.639991] [DEBUG] [FORECASTER] YOU: Forecast T+1@11:T+2@11: DOWN (p=28.92%)
[2025-11-22T01:31:36.640286] [INFO ] [FORECASTER] Completed predict_future for YOU
[2025-11-22T01:31:36.799311] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-11-22T01:31:36.800199] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:36.800228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:36.800285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:36.865737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:36.866354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:36.866437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:36.866471] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:37.000801] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:37.000973] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:37.001015] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:37.001046] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:37.004502] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2025-11-22T01:31:37.004800] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-11-22T01:31:37.156897] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-11-22T01:31:37.157827] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:37.157857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:37.157914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:37.223723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:37.224568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:37.224678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:37.224717] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:37.332351] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:37.332520] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:37.332559] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:37.332590] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:37.336015] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: DOWN (p=28.79%)
[2025-11-22T01:31:37.336310] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-11-22T01:31:37.488617] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-11-22T01:31:37.489510] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:37.489539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:37.489596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:37.555967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:37.556784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:37.556870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:37.556905] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:37.660370] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:37.660570] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:37.660625] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:37.660676] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:37.664176] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: UP (p=54.18%)
[2025-11-22T01:31:37.664453] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-11-22T01:31:37.822579] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-11-22T01:31:37.823466] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:37.823513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:37.823572] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:37.889219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:37.890114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:37.890205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:37.890240] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:37.991621] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:37.991808] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:37.991851] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:37.991880] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:37.995252] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: UP (p=97.91%)
[2025-11-22T01:31:37.995531] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-11-22T01:31:38.145922] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-11-22T01:31:38.146854] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:38.146882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:38.146952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:38.217110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:38.218032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:38.218121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:38.218162] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:38.340081] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:38.340201] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:38.340241] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:38.340270] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:38.343582] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: UP (p=60.68%)
[2025-11-22T01:31:38.343900] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-11-22T01:31:38.499473] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-11-22T01:31:38.500325] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:38.500354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:38.500411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:38.567150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:38.568026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:38.568109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:38.568144] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:38.670317] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:38.670487] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:38.670529] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:38.670593] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:38.675370] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: UP (p=97.49%)
[2025-11-22T01:31:38.675721] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-11-22T01:31:38.830209] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-11-22T01:31:38.831086] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:38.831119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:38.831188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:38.897816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:38.898703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:38.898789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:38.898822] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:38.995217] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:38.995391] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:38.995453] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:38.995483] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:38.998910] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: UP (p=69.61%)
[2025-11-22T01:31:38.999218] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-11-22T01:31:39.163913] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-11-22T01:31:39.164786] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:39.164813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:39.164872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:39.229466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:39.230132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:39.230220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:39.230253] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:39.333582] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:39.333773] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:39.333812] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:39.333843] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:39.337153] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: DOWN (p=1.58%)
[2025-11-22T01:31:39.337435] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-11-22T01:31:39.490131] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-11-22T01:31:39.491024] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:39.491051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:39.491107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:39.556086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:39.557091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:39.557188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:39.557222] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:39.660101] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:39.660273] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:39.660314] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:39.660343] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:39.663805] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=15.14%)
[2025-11-22T01:31:39.664115] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-11-22T01:31:39.816797] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-11-22T01:31:39.817718] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:39.817745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:39.817801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:39.881959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:39.882632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:39.882736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:39.882770] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:40.009862] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:40.010028] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:40.010068] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:40.010097] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:40.013419] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: DOWN (p=21.59%)
[2025-11-22T01:31:40.013724] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-11-22T01:31:40.164819] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-11-22T01:31:40.165709] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:40.165737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:40.165812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:40.231300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:40.232187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:40.232279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:40.232313] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:40.332108] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:40.332272] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:40.332313] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:40.332343] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:40.335628] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: DOWN (p=27.35%)
[2025-11-22T01:31:40.335919] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-11-22T01:31:40.487117] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-11-22T01:31:40.487972] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:40.488000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:40.488057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:40.553446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:40.554322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:40.554409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:40.554443] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:40.659080] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:40.659247] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:40.659287] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:40.659318] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:40.662610] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: UP (p=52.72%)
[2025-11-22T01:31:40.662900] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-11-22T01:31:40.813002] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-11-22T01:31:40.813854] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:40.813882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:40.813939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:40.879231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:40.879854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:40.879935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:40.879998] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:40.987691] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:40.987834] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:40.987874] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:40.987903] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:40.991151] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: DOWN (p=17.52%)
[2025-11-22T01:31:40.991428] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-11-22T01:31:41.142584] [INFO ] [FORECASTER] Starting predict_future for ZTR
[2025-11-22T01:31:41.143458] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:41.143486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:41.143544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:41.208905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:41.209825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:41.209914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:41.209949] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:41.312925] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:41.313103] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:41.313145] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:41.313197] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:41.317557] [DEBUG] [FORECASTER] ZTR: Forecast T+1@11:T+2@11: UP (p=67.41%)
[2025-11-22T01:31:41.317869] [INFO ] [FORECASTER] Completed predict_future for ZTR
[2025-11-22T01:31:41.474972] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-11-22T01:31:41.475852] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:41.475880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:41.475936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:41.542378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:41.543331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:41.543422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:41.543458] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:41.649611] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:41.649799] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:41.649845] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:41.649874] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:41.653272] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: DOWN (p=15.93%)
[2025-11-22T01:31:41.653573] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-11-22T01:31:41.804332] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-11-22T01:31:41.805215] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:41.805245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:41.805301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:41.870987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:41.871847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:41.871930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:41.871964] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:41.975400] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:41.975569] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:41.975608] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:41.975656] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:41.978972] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: UP (p=59.71%)
[2025-11-22T01:31:41.979265] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-11-22T01:31:42.129806] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-11-22T01:31:42.130727] [DEBUG] [FORECASTER] Starting train method
[2025-11-22T01:31:42.130754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-11-22T01:31:42.130812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-11-22T01:31:42.195487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-11-22T01:31:42.196459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-11-22T01:31:42.196551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-11-22T01:31:42.196585] [DEBUG] [FORECASTER] Starting model.fit
[2025-11-22T01:31:42.302001] [DEBUG] [FORECASTER] Completed model.fit
[2025-11-22T01:31:42.302191] [INFO ] [FORECASTER] Trained on 345 historical samples with 26 features
[2025-11-22T01:31:42.302237] [INFO ] [FORECASTER] Stored all 347 rows including last two days with critical feature signal for forecasting
[2025-11-22T01:31:42.302266] [INFO ] [FORECASTER] Training complete
[2025-11-22T01:31:42.305717] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: UP (p=93.64%)
[2025-11-22T01:31:42.305992] [INFO ] [FORECASTER] Completed predict_future for ZWS